Trabalho-MineracaoDadosN_Estruturados-GabrielFerrante-12620303.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Trabalho-MineracaoDadosN/Estruturados-GabrielFerrante-12620303.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyOG1j4zgaVyH4h1qkG/ZHbS"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"e1ircmFLl54q"},"source":["#Trabalho de Mineração de dados não estruturados \n","\n","Aluno - Gabriel Souto Ferrante (12602303)\n","\n","O trabalho compara os seguintes algoritmos para a classificação animal:\n","\n","###Inception (GoogLeNet) (pré-treinada no ImageNet)\n","###ResNET-50 (pré-treinada no ImageNet)\n","###VGGnet-16 (pré-treinada no ImageNet)\n","\n","É utilizado 150 imagens das 10 classes de animais do COCO Dataset, que estão em diversos cenários. As classes são:\n","\n","'bird','cat','dog','horse','sheep','cow','elephant','bear','zebra','giraffe'\n","\n","O treinamento é feito com 50 épocas e avaliado a acurácia e precisão alcançada.\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"zzKK74jIKlIJ"},"source":["# Download da base de dados"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LnCDMRVRULPm","executionInfo":{"status":"ok","timestamp":1634403634045,"user_tz":180,"elapsed":15638,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"ad426500-053f-4259-b57e-5e9f3c7bfa60"},"source":["#API do COCO DATASET\n","!pip install pycocotools\n","\n","#BAIXANDO AS ANOTATIONS DOS DADOS DE TREINO DA BASE DE 2017\n","!wget http://images.cocodataset.org/annotations/annotations_trainval2017.zip\n","!unzip /content/annotations_trainval2017.zip"],"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: pycocotools in /usr/local/lib/python3.7/dist-packages (2.0.2)\n","Requirement already satisfied: setuptools>=18.0 in /usr/local/lib/python3.7/dist-packages (from pycocotools) (57.4.0)\n","Requirement already satisfied: matplotlib>=2.1.0 in /usr/local/lib/python3.7/dist-packages (from pycocotools) (3.2.2)\n","Requirement already satisfied: cython>=0.27.3 in /usr/local/lib/python3.7/dist-packages (from pycocotools) (0.29.24)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.1.0->pycocotools) (1.3.2)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.1.0->pycocotools) (2.8.2)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.1.0->pycocotools) 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MB/s) - ‘annotations_trainval2017.zip’ saved [252907541/252907541]\n","\n","Archive:  /content/annotations_trainval2017.zip\n","  inflating: annotations/instances_train2017.json  \n","  inflating: annotations/instances_val2017.json  \n","  inflating: annotations/captions_train2017.json  \n","  inflating: annotations/captions_val2017.json  \n","  inflating: annotations/person_keypoints_train2017.json  \n","  inflating: annotations/person_keypoints_val2017.json  \n"]}]},{"cell_type":"code","metadata":{"id":"LAVlF_78lV6_","executionInfo":{"status":"ok","timestamp":1634403804625,"user_tz":180,"elapsed":964,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["\n","from pycocotools.coco import COCO\n","import requests\n","import os\n","import time\n","import cv2\n","from os import listdir\n","from os.path import isfile, join\n","\n","\n","def createDirectory(name, animal):\n","    import os\n","\n","    path = name\n","    access_rights = 0o755\n","    try:\n","        os.mkdir(path, access_rights)\n","    except OSError:\n","        print (\"Creation of the directory %s failed\" % path)\n","        \n","    else:\n","        print (\"Successfully created the directory %s \" % path)\n","\n","    os.chdir(name)\n","\n","    #Criando o diretório da classe\n","    path = animal\n","    access_rights = 0o755\n","    try:\n","        os.mkdir(path, access_rights)\n","    except OSError:\n","        print (\"Creation of the directory %s failed\" % path)\n","        \n","    else:\n","        print (\"Successfully created the directory %s \" % path)\n","\n","    os.chdir(\"..\")\n","\n","  \n","def downloadAnimal(animal, coco):\n","\n","    createDirectory('train/', animal)\n","    cats = coco.loadCats(coco.getCatIds())\n","    nms=[cat['name'] for cat in cats]\n","\n","    catIds = coco.getCatIds(catNms=[animal])\n","\n","    imgIds = coco.getImgIds(catIds=catIds )\n","    images = coco.loadImgs(imgIds)\n","\n","    i = 1\n","    for im in images:\n","        if i <= 105:\n","          if not os.path.isfile('train/'+  animal + '/'+ animal+'_'+im['file_name']):\n","            img_data = requests.get(im['coco_url']).content\n","            with open('train/'+  animal + '/'+ animal+'_'+im['file_name'], 'wb') as handler:\n","                handler.write(img_data)\n","            \n","            #time.sleep(3)    \n","          i = i + 1\n","        else:\n","            break\n","\n","def downloadValid(animal, coco):\n","    createDirectory('test/', animal)\n","    cats = coco.loadCats(coco.getCatIds())\n","    nms=[cat['name'] for cat in cats]\n","\n","    catIds = coco.getCatIds(catNms=[animal])\n","    imgIds = coco.getImgIds(catIds=catIds )\n","    images = coco.loadImgs(imgIds)\n","\n","    i = 1\n","    for im in images:\n","        if i <= 45:\n","          if not os.path.isfile('test/'+ animal + '/'+ animal+'_'+im['file_name']):\n","            img_data = requests.get(im['coco_url']).content\n","            with open('test/'+ animal + '/'+ animal+'_'+im['file_name'], 'wb') as handler:\n","              handler.write(img_data)\n","\n","            #time.sleep(3)    \n","          i = i + 1\n","        else:\n","            break"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1cehM3YCrVH2","executionInfo":{"status":"ok","timestamp":1634404221215,"user_tz":180,"elapsed":407800,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"d8bc65e3-8cf7-436a-96e1-2972a20c154b"},"source":["animals = [\n","           'bird',\n","           'cat',\n","           'dog',\n","           'horse',\n","           'sheep',\n","           'cow',\n","           'elephant',\n","           'bear',\n","           'zebra',\n","           'giraffe'\n","]\n","coco = COCO('annotations/instances_train2017.json')\n","cocoValid = COCO('annotations/instances_val2017.json')\n","for item in animals:\n","  \n","  downloadAnimal(item, coco)\n","  downloadValid(item, cocoValid)\n"],"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["loading annotations into memory...\n","Done (t=17.08s)\n","creating index...\n","index created!\n","loading annotations into memory...\n","Done (t=0.58s)\n","creating index...\n","index created!\n","Successfully created the directory train/ \n","Successfully created the directory bird \n","Successfully created the directory test/ \n","Successfully created the directory bird \n","Creation of the directory train/ failed\n","Successfully created the directory cat \n","Creation of the directory test/ failed\n","Successfully created the directory cat \n","Creation of the directory train/ failed\n","Successfully created the directory dog \n","Creation of the directory test/ failed\n","Successfully created the directory dog \n","Creation of the directory train/ failed\n","Successfully created the directory horse \n","Creation of the directory test/ failed\n","Successfully created the directory horse \n","Creation of the directory train/ failed\n","Successfully created the directory sheep \n","Creation of the directory test/ failed\n","Successfully created the directory sheep \n","Creation of the directory train/ failed\n","Successfully created the directory cow \n","Creation of the directory test/ failed\n","Successfully created the directory cow \n","Creation of the directory train/ failed\n","Successfully created the directory elephant \n","Creation of the directory test/ failed\n","Successfully created the directory elephant \n","Creation of the directory train/ failed\n","Successfully created the directory bear \n","Creation of the directory test/ failed\n","Successfully created the directory bear \n","Creation of the directory train/ failed\n","Successfully created the directory zebra \n","Creation of the directory test/ failed\n","Successfully created the directory zebra \n","Creation of the directory train/ failed\n","Successfully created the directory giraffe \n","Creation of the directory test/ failed\n","Successfully created the directory giraffe \n"]}]},{"cell_type":"markdown","metadata":{"id":"0qea_dBMAOIp"},"source":["#Usando o Inception"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jS8-v-kYAM7w","executionInfo":{"status":"ok","timestamp":1634404486841,"user_tz":180,"elapsed":40711,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"882a5690-6be5-4dc6-b439-2a9815e27fd5"},"source":["!pip install ktrain"],"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting ktrain\n","  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(0.7.0)\n","Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers<=4.10.3,>=4.0.0->ktrain) (7.1.2)\n","Building wheels for collected packages: ktrain, seqeval, keras-bert, keras-transformer, keras-embed-sim, keras-layer-normalization, keras-multi-head, keras-pos-embd, keras-position-wise-feed-forward, keras-self-attention, langdetect, syntok\n","  Building wheel for ktrain (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for ktrain: filename=ktrain-0.28.0-py3-none-any.whl size=25290701 sha256=a413c375753ce7d6b31bfaab6c011f64076bc707e57eac1f7c5e5f521b830c41\n","  Stored in directory: /root/.cache/pip/wheels/c6/7d/ce/e8303749814b65cdbeca3b7b51c4e07736fe44a6614d641798\n","  Building wheel for seqeval (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for seqeval: filename=seqeval-0.0.19-py3-none-any.whl size=9929 sha256=3a6bb11ab678868d4c3cb0df980e48c7f1a7c721f5dd8b9af2ce5a51c8f22999\n","  Stored in directory: 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sha256=9b12d2359cab0b45c4830e510d20857f0db12cdf8a2ba66b28fd6608cc16d2a4\n","  Stored in directory: /root/.cache/pip/wheels/a8/1e/d2/9bc15513dd2f8b9de3e628b3aa9d2de49e721deef6bbd1497e\n","  Building wheel for keras-layer-normalization (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for keras-layer-normalization: filename=keras_layer_normalization-0.15.0-py3-none-any.whl size=5224 sha256=9def49cd8b081fe4300da7255c4f26388d41cbf2f7c8edfe446ae71dc5f0bd83\n","  Stored in directory: /root/.cache/pip/wheels/4d/be/fe/55422f77ac11fe6ddcb471198038de8a26b5a4dd1557883c1e\n","  Building wheel for keras-multi-head (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for keras-multi-head: filename=keras_multi_head-0.28.0-py3-none-any.whl size=15559 sha256=42a846dd1f903436b736b6322c1e982195e6bf214db6a2a4f56fd276b4aa0b76\n","  Stored in directory: /root/.cache/pip/wheels/79/4a/ea/9503ab5a02201dfb8635ba2cc8f30844661623c684a5b44472\n","  Building wheel for keras-pos-embd (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for keras-pos-embd: filename=keras_pos_embd-0.12.0-py3-none-any.whl size=7469 sha256=fb53d666c0458fcfaeeec9250670dfc0156655b9b4b28b19544384d4d60a3ca4\n","  Stored in directory: /root/.cache/pip/wheels/77/99/fd/dd98f4876c3ebbef7aab0dbfbd37bca41d7db37d3a28b2cb09\n","  Building wheel for keras-position-wise-feed-forward (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for keras-position-wise-feed-forward: filename=keras_position_wise_feed_forward-0.7.0-py3-none-any.whl size=5541 sha256=48aad610e37748bedf92049704fe88e3a33f54f2766c1caee797e531f4318921\n","  Stored in directory: /root/.cache/pip/wheels/2d/12/02/1ad455c4f181cda1a4e60c5445855853d5c2ea91f942586a04\n","  Building wheel for keras-self-attention (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for keras-self-attention: filename=keras_self_attention-0.50.0-py3-none-any.whl size=19414 sha256=a0d473e48b2273f9ad2c18dd7a5dc944664347c55c313cfec85578dc5beed959\n","  Stored in directory: /root/.cache/pip/wheels/92/7a/a3/231bef5803298e7ec1815215bc0613239cb1e9c03c57b13c14\n","  Building wheel for langdetect (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for langdetect: filename=langdetect-1.0.9-py3-none-any.whl size=993242 sha256=8148bc30d5b1010b28f7f44827f76f03981048a15889c0994b38cc889e12e1e8\n","  Stored in directory: /root/.cache/pip/wheels/c5/96/8a/f90c59ed25d75e50a8c10a1b1c2d4c402e4dacfa87f3aff36a\n","  Building wheel for syntok (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for syntok: filename=syntok-1.3.1-py3-none-any.whl size=20917 sha256=b7850ed1a1e3b1aad5338899e87c33e0f534f390923633a3047cad32aef9e01b\n","  Stored in directory: /root/.cache/pip/wheels/5e/c2/33/e5d7d8f2f8b0c391d76bf82b844c3151bf23a84d75d02b185f\n","Successfully built ktrain seqeval keras-bert keras-transformer keras-embed-sim keras-layer-normalization keras-multi-head keras-pos-embd keras-position-wise-feed-forward keras-self-attention langdetect syntok\n","Installing collected packages: multidict, yarl, keras-self-attention, async-timeout, pyyaml, keras-position-wise-feed-forward, keras-pos-embd, keras-multi-head, keras-layer-normalization, keras-embed-sim, fsspec, aiohttp, xxhash, tokenizers, threadpoolctl, sacremoses, keras-transformer, huggingface-hub, whoosh, transformers, syntok, seqeval, sentencepiece, scikit-learn, langdetect, keras-bert, datasets, cchardet, ktrain\n","  Attempting uninstall: pyyaml\n","    Found existing installation: PyYAML 3.13\n","    Uninstalling PyYAML-3.13:\n","      Successfully uninstalled PyYAML-3.13\n","  Attempting uninstall: scikit-learn\n","    Found existing installation: scikit-learn 0.22.2.post1\n","    Uninstalling scikit-learn-0.22.2.post1:\n","      Successfully uninstalled scikit-learn-0.22.2.post1\n","Successfully installed aiohttp-3.7.4.post0 async-timeout-3.0.1 cchardet-2.1.7 datasets-1.13.3 fsspec-2021.10.1 huggingface-hub-0.0.19 keras-bert-0.88.0 keras-embed-sim-0.9.0 keras-layer-normalization-0.15.0 keras-multi-head-0.28.0 keras-pos-embd-0.12.0 keras-position-wise-feed-forward-0.7.0 keras-self-attention-0.50.0 keras-transformer-0.39.0 ktrain-0.28.0 langdetect-1.0.9 multidict-5.2.0 pyyaml-6.0 sacremoses-0.0.46 scikit-learn-0.23.2 sentencepiece-0.1.96 seqeval-0.0.19 syntok-1.3.1 threadpoolctl-3.0.0 tokenizers-0.10.3 transformers-4.10.3 whoosh-2.7.4 xxhash-2.0.2 yarl-1.7.0\n"]}]},{"cell_type":"code","metadata":{"id":"ydPVJFckP-45","executionInfo":{"status":"ok","timestamp":1634404489153,"user_tz":180,"elapsed":584,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["!mkdir data\n","!mv train data\n","!mv test data"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gE7G2SB-u-ub","executionInfo":{"status":"ok","timestamp":1634404503083,"user_tz":180,"elapsed":11525,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"c34b3ebe-da45-4108-b80b-3ad847607bbe"},"source":["#Caso queira baixar o .zip das imagens\n","#Fiz isso após baixar as imagens usando a runtime com CPU e depois fiz o upload do\n","#zip com o runtime para GPU\n","!zip -r data.zip data/"],"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["  adding: data/ (stored 0%)\n","  adding: data/train/ (stored 0%)\n","  adding: data/train/bear/ (stored 0%)\n","  adding: data/train/bear/bear_000000292982.jpg (deflated 0%)\n","  adding: data/train/bear/bear_000000401518.jpg (deflated 0%)\n","  adding: 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Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"a4bf884c-346b-4306-a62f-136120fe1f9a"},"source":["#Separando dados de treino e validação\n","\n","%reload_ext autoreload\n","%autoreload 2\n","%matplotlib inline\n","import os\n","os.environ['DISABLE_V2_BEHAVIOR'] = '1'\n","os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\";\n","os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\" \n","import ktrain\n","from ktrain import vision as vis\n","\n","(train_data, val_data, preproc) = vis.images_from_folder('data/')"],"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/compat/v2_compat.py:101: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n","Instructions for updating:\n","non-resource variables are not supported in the long term\n","Using DISABLE_V2_BEHAVIOR with TensorFlow\n","Found 1050 images belonging to 10 classes.\n","Found 450 images belonging to 10 classes.\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sgc_qK3njAXk","executionInfo":{"status":"ok","timestamp":1634404581212,"user_tz":180,"elapsed":15765,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"47f1b5af-d49b-431c-e675-f0ce48ef5205"},"source":["modelG = vis.image_classifier('pretrained_inception', train_data, val_data)"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["The normalization scheme has been changed for use with a pretrained_inception model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n","\n","Is Multi-Label? False\n","Is Regression? False\n","Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n","87916544/87910968 [==============================] - 1s 0us/step\n","87924736/87910968 [==============================] - 1s 0us/step\n","pretrained_inception model created.\n"]}]},{"cell_type":"code","metadata":{"id":"1hkyHoEYh1B0","executionInfo":{"status":"ok","timestamp":1634404585671,"user_tz":180,"elapsed":1393,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["learnerG = ktrain.get_learner(model=modelG, train_data=train_data, val_data=val_data, \n","                             workers=8, use_multiprocessing=False, batch_size=64)"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fNGFxmqeloa4","executionInfo":{"status":"ok","timestamp":1634405421193,"user_tz":180,"elapsed":832086,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"da46d78d-f795-4a8e-8376-fe581c385d7d"},"source":["learnerG.fit_onecycle(1e-4, 50) #50 épocas"],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","\n","begin training using onecycle policy with max lr of 0.0001...\n","Epoch 1/50\n","17/17 [==============================] - ETA: 0s - batch: 8.0000 - size: 61.7647 - loss: 2.9351 - acc: 0.1105"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:2470: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n","  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r17/17 [==============================] - 62s 2s/step - batch: 8.0000 - size: 61.7647 - loss: 2.9353 - acc: 0.1105 - val_loss: 2.8469 - val_acc: 0.1400\n","Epoch 2/50\n","17/17 [==============================] - 15s 939ms/step - batch: 8.0000 - size: 61.7647 - loss: 2.6775 - acc: 0.1610 - val_loss: 2.4736 - val_acc: 0.2378\n","Epoch 3/50\n","17/17 [==============================] - 16s 976ms/step - batch: 8.0000 - size: 61.7647 - loss: 2.3903 - acc: 0.2267 - val_loss: 2.0512 - val_acc: 0.3489\n","Epoch 4/50\n","17/17 [==============================] - 16s 959ms/step - batch: 8.0000 - size: 61.7647 - loss: 2.1812 - acc: 0.2714 - val_loss: 1.7438 - val_acc: 0.4489\n","Epoch 5/50\n","17/17 [==============================] - 16s 975ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.9946 - acc: 0.3371 - val_loss: 1.5291 - val_acc: 0.5044\n","Epoch 6/50\n","17/17 [==============================] - 16s 981ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.7358 - acc: 0.4162 - val_loss: 1.3907 - val_acc: 0.5467\n","Epoch 7/50\n","17/17 [==============================] - 16s 973ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.5597 - acc: 0.4810 - val_loss: 1.2927 - val_acc: 0.5956\n","Epoch 8/50\n","17/17 [==============================] - 16s 970ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.3592 - acc: 0.5495 - val_loss: 1.2141 - val_acc: 0.6267\n","Epoch 9/50\n","17/17 [==============================] - 16s 965ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.2651 - acc: 0.5648 - val_loss: 1.1712 - val_acc: 0.6533\n","Epoch 10/50\n","17/17 [==============================] - 16s 958ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.1081 - acc: 0.6505 - val_loss: 1.1790 - val_acc: 0.6667\n","Epoch 11/50\n","17/17 [==============================] - 16s 968ms/step - batch: 8.0000 - size: 61.7647 - loss: 1.0056 - acc: 0.6657 - val_loss: 1.1675 - val_acc: 0.6578\n","Epoch 12/50\n","17/17 [==============================] - 16s 962ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.9229 - acc: 0.6876 - val_loss: 1.1494 - val_acc: 0.6711\n","Epoch 13/50\n","17/17 [==============================] - 16s 964ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.8547 - acc: 0.7248 - val_loss: 1.1344 - val_acc: 0.6711\n","Epoch 14/50\n","17/17 [==============================] - 16s 950ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.7692 - acc: 0.7552 - val_loss: 1.1657 - val_acc: 0.6867\n","Epoch 15/50\n","17/17 [==============================] - 16s 974ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.6746 - acc: 0.7810 - val_loss: 1.1568 - val_acc: 0.6844\n","Epoch 16/50\n","17/17 [==============================] - 16s 966ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.6230 - acc: 0.8124 - val_loss: 1.1384 - val_acc: 0.6911\n","Epoch 17/50\n","17/17 [==============================] - 16s 965ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.5571 - acc: 0.8314 - val_loss: 1.2015 - val_acc: 0.6844\n","Epoch 18/50\n","17/17 [==============================] - 16s 953ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.4912 - acc: 0.8705 - val_loss: 1.1852 - val_acc: 0.6822\n","Epoch 19/50\n","17/17 [==============================] - 16s 955ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.4917 - acc: 0.8600 - val_loss: 1.1765 - val_acc: 0.7044\n","Epoch 20/50\n","17/17 [==============================] - 16s 955ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.4693 - acc: 0.8686 - val_loss: 1.1651 - val_acc: 0.6889\n","Epoch 21/50\n","17/17 [==============================] - 16s 970ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.4090 - acc: 0.8876 - val_loss: 1.1914 - val_acc: 0.7000\n","Epoch 22/50\n","17/17 [==============================] - 16s 962ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.3707 - acc: 0.8952 - val_loss: 1.2490 - val_acc: 0.6933\n","Epoch 23/50\n","17/17 [==============================] - 16s 953ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.3320 - acc: 0.9162 - val_loss: 1.2962 - val_acc: 0.6689\n","Epoch 24/50\n","17/17 [==============================] - 15s 938ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.3519 - acc: 0.9000 - val_loss: 1.2953 - val_acc: 0.6800\n","Epoch 25/50\n","17/17 [==============================] - 16s 955ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2895 - acc: 0.9200 - val_loss: 1.3074 - val_acc: 0.6756\n","Epoch 26/50\n","17/17 [==============================] - 15s 941ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2675 - acc: 0.9352 - val_loss: 1.2669 - val_acc: 0.6889\n","Epoch 27/50\n","17/17 [==============================] - 16s 953ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2671 - acc: 0.9371 - val_loss: 1.2669 - val_acc: 0.7022\n","Epoch 28/50\n","17/17 [==============================] - 16s 956ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2550 - acc: 0.9314 - val_loss: 1.2555 - val_acc: 0.7022\n","Epoch 29/50\n","17/17 [==============================] - 16s 950ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2470 - acc: 0.9343 - val_loss: 1.2943 - val_acc: 0.7022\n","Epoch 30/50\n","17/17 [==============================] - 15s 948ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2320 - acc: 0.9371 - val_loss: 1.2976 - val_acc: 0.6933\n","Epoch 31/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2348 - acc: 0.9333 - val_loss: 1.3002 - val_acc: 0.6911\n","Epoch 32/50\n","17/17 [==============================] - 16s 949ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2305 - acc: 0.9229 - val_loss: 1.3190 - val_acc: 0.6956\n","Epoch 33/50\n","17/17 [==============================] - 15s 946ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2233 - acc: 0.9343 - val_loss: 1.3273 - val_acc: 0.7000\n","Epoch 34/50\n","17/17 [==============================] - 15s 938ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2239 - acc: 0.9257 - val_loss: 1.3052 - val_acc: 0.6911\n","Epoch 35/50\n","17/17 [==============================] - 15s 940ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2146 - acc: 0.9314 - val_loss: 1.2500 - val_acc: 0.7044\n","Epoch 36/50\n","17/17 [==============================] - 15s 948ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2000 - acc: 0.9429 - val_loss: 1.3557 - val_acc: 0.7000\n","Epoch 37/50\n","17/17 [==============================] - 16s 967ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2127 - acc: 0.9381 - val_loss: 1.3242 - val_acc: 0.7000\n","Epoch 38/50\n","17/17 [==============================] - 16s 966ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1938 - acc: 0.9314 - val_loss: 1.3387 - val_acc: 0.6956\n","Epoch 39/50\n","17/17 [==============================] - 15s 931ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1885 - acc: 0.9476 - val_loss: 1.3068 - val_acc: 0.7000\n","Epoch 40/50\n","17/17 [==============================] - 15s 932ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1986 - acc: 0.9343 - val_loss: 1.3677 - val_acc: 0.6911\n","Epoch 41/50\n","17/17 [==============================] - 16s 959ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.2298 - acc: 0.9381 - val_loss: 1.3369 - val_acc: 0.6956\n","Epoch 42/50\n","17/17 [==============================] - 15s 943ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1913 - acc: 0.9362 - val_loss: 1.3229 - val_acc: 0.7000\n","Epoch 43/50\n","17/17 [==============================] - 16s 963ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1677 - acc: 0.9419 - val_loss: 1.3499 - val_acc: 0.7067\n","Epoch 44/50\n","17/17 [==============================] - 16s 960ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1613 - acc: 0.9495 - val_loss: 1.3244 - val_acc: 0.7044\n","Epoch 45/50\n","17/17 [==============================] - 15s 933ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1742 - acc: 0.9438 - val_loss: 1.3433 - val_acc: 0.7022\n","Epoch 46/50\n","17/17 [==============================] - 15s 944ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1883 - acc: 0.9324 - val_loss: 1.3655 - val_acc: 0.7000\n","Epoch 47/50\n","17/17 [==============================] - 15s 938ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1592 - acc: 0.9467 - val_loss: 1.3554 - val_acc: 0.7000\n","Epoch 48/50\n","17/17 [==============================] - 15s 937ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1669 - acc: 0.9448 - val_loss: 1.3434 - val_acc: 0.6978\n","Epoch 49/50\n","17/17 [==============================] - 15s 943ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1685 - acc: 0.9467 - val_loss: 1.3355 - val_acc: 0.7000\n","Epoch 50/50\n","17/17 [==============================] - 15s 943ms/step - batch: 8.0000 - size: 61.7647 - loss: 0.1615 - acc: 0.9467 - val_loss: 1.3323 - val_acc: 0.6978\n"]},{"output_type":"execute_result","data":{"text/plain":["<keras.callbacks.History at 0x7f0770474c10>"]},"metadata":{},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"XQBhGc7Dluq3","executionInfo":{"status":"ok","timestamp":1634405425875,"user_tz":180,"elapsed":238,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["predictorG = ktrain.get_predictor(learnerG.model, preproc)"],"execution_count":11,"outputs":[]},{"cell_type":"code","metadata":{"id":"JZmU3nDOmxyI","executionInfo":{"status":"ok","timestamp":1634405428216,"user_tz":180,"elapsed":5,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["#Fazendo a predição\n","real = []\n","predicoes = []\n","def show_prediction(fname, animal):\n","    \n","    predicted = predictorG.predict_filename(fname)[0]\n","    print('Predição: %s | A classe real: %s' % (predicted, fname))\n","    predicoes.append(predicted)\n","    real.append(animal)\n","\n"],"execution_count":12,"outputs":[]},{"cell_type":"code","metadata":{"id":"dyC5ck9s9I9u","executionInfo":{"status":"ok","timestamp":1634405430313,"user_tz":180,"elapsed":240,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["def validationG(animal, coco):\n","\n","    catIds = coco.getCatIds(catNms=[animal])\n","    imgIds = coco.getImgIds(catIds=catIds )\n","    images = coco.loadImgs(imgIds)\n","\n","    for im in images:\n","          if os.path.isfile('data/test/'+ animal + '/'+ animal+'_'+im['file_name']):\n","            fname = 'data/test/'+ animal + '/'+ animal+'_'+im['file_name']\n","            show_prediction(fname, animal)\n","          "],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oHX6nB9g8qd7","executionInfo":{"status":"ok","timestamp":1634405488026,"user_tz":180,"elapsed":55202,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"00cedb4e-55a1-4335-f482-9a4853df3d57"},"source":["dicio = {}\n","animals = [\n","           'bird',\n","           'cat',\n","           'dog',\n","           'horse',\n","           'sheep',\n","           'cow',\n","           'elephant',\n","           'bear',\n","           'zebra',\n","           'giraffe'\n","]\n","cocoValid = COCO('annotations/instances_val2017.json')\n","for item in animals:\n","  validationG(item, cocoValid)\n","  dicio[item] = real\n","  dicio[item+'_predicoes'] = predicoes\n","  real=[]\n","  predicoes=[]"],"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["loading annotations into memory...\n","Done (t=0.92s)\n","creating index...\n","index created!\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:2470: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n","  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"]},{"output_type":"stream","name":"stdout","text":["Predição: cow | A classe real: data/test/bird/bird_000000055299.jpg\n","Predição: cat | A classe real: data/test/bird/bird_000000523782.jpg\n","Predição: cat | A classe real: data/test/bird/bird_000000222235.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000523811.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000147498.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000032811.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000544811.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000122927.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000159791.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000186422.jpg\n","Predição: cat | A classe real: data/test/bird/bird_000000542776.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000186938.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000277051.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000337987.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000434247.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000417876.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000489046.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000402519.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000475223.jpg\n","Predição: horse | A classe real: data/test/bird/bird_000000404568.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000031322.jpg\n","Predição: elephant | A classe real: data/test/bird/bird_000000285788.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000049761.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000019042.jpg\n","Predição: horse | A classe real: data/test/bird/bird_000000511076.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000572517.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000120420.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000494188.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000229997.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000210032.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000289393.jpg\n","Predição: horse | A classe real: data/test/bird/bird_000000070774.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000149622.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000284279.jpg\n","Predição: zebra | A classe real: data/test/bird/bird_000000315001.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000300155.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000117374.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000330369.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000100489.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000490125.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000418959.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000264335.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000236690.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000157847.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000126107.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000416256.jpg\n","Predição: bird | A classe real: data/test/cat/cat_000000269314.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000223747.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000245764.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000458255.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000047121.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000411665.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000312340.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000119828.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000098839.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000222235.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000290843.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000533536.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000545826.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000343076.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000402473.jpg\n","Predição: cow | A classe real: data/test/cat/cat_000000320554.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000460841.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000494634.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000101420.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000357941.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000080949.jpg\n","Predição: elephant | A classe real: data/test/cat/cat_000000071226.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000131131.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000366141.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000063552.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000401991.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000261706.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000469067.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000416330.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000107087.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000277584.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000077396.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000078420.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000475732.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000519764.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000327769.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000116825.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000078426.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000424545.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000211042.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000181859.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000456292.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000435299.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000329319.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000329219.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000404484.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000205834.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000546829.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000554002.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000366611.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000182805.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000395801.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000427034.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000061471.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000267300.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000371749.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000261161.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000407083.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000236592.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000532530.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000474164.jpg\n","Predição: bird | A classe real: data/test/dog/dog_000000489014.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000295478.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000564280.jpg\n","Predição: elephant | A classe real: data/test/dog/dog_000000071226.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000446522.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000324158.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000289343.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000149568.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000355905.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000401991.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000486479.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000412240.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000421455.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000372819.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000554579.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000357459.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000143961.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000171611.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000364636.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000367195.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000532575.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000139872.jpg\n","Predição: bear | A classe real: data/test/dog/dog_000000361571.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000482917.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000520301.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000498286.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000222317.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000072813.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000384513.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000029187.jpg\n","Predição: sheep | A classe real: data/test/horse/horse_000000172547.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000553990.jpg\n","Predição: bird | A classe real: data/test/horse/horse_000000148999.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000546823.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000260106.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000241677.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000045070.jpg\n","Predição: dog | A classe real: data/test/horse/horse_000000181753.jpg\n","Predição: dog | A classe real: data/test/horse/horse_000000331280.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000381971.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000242724.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000303653.jpg\n","Predição: dog | A classe real: data/test/horse/horse_000000213547.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000547886.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000576052.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000476215.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000276024.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000462904.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000227898.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000229948.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000396863.jpg\n","Predição: sheep | A classe real: data/test/horse/horse_000000367680.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000226883.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000199236.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000507975.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000434247.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000348243.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000015956.jpg\n","Predição: giraffe | A classe real: data/test/horse/horse_000000372307.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000023126.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000113235.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000265816.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000299609.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000335450.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000441442.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000040036.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000356968.jpg\n","Predição: dog | A classe real: data/test/horse/horse_000000269932.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000051309.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000007281.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000049269.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000191614.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000185473.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000338304.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000066561.jpg\n","Predição: bird | A classe real: data/test/sheep/sheep_000000474881.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000458755.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000023937.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000360325.jpg\n","Predição: horse | A classe real: data/test/sheep/sheep_000000435206.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000193162.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000269196.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000528524.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000428562.jpg\n","Predição: elephant | A classe real: data/test/sheep/sheep_000000230166.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000094871.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000535578.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000044699.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000484893.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000012062.jpg\n","Predição: horse | A classe real: data/test/sheep/sheep_000000263966.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000290592.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000225184.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000364322.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000181666.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000552612.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000369442.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000546556.jpg\n","Predição: horse | A classe real: data/test/sheep/sheep_000000156071.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000140583.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000548267.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000459437.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000288685.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000340272.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000198960.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000395388.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000547383.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000410428.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000022589.jpg\n","Predição: cat | A classe real: data/test/sheep/sheep_000000389566.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000295231.jpg\n","Predição: horse | A classe real: data/test/sheep/sheep_000000467776.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000154947.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000397639.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000209613.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000212559.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000278353.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000375763.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000435206.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000347664.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000332318.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000247838.jpg\n","Predição: dog | A classe real: data/test/cow/cow_000000014888.jpg\n","Predição: dog | A classe real: data/test/cow/cow_000000555050.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000402992.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000455219.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000535094.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000276024.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000416837.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000518213.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000387148.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000302165.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000233567.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000311392.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000289393.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000240754.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000459396.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000512648.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000193162.jpg\n","Predição: zebra | A classe real: data/test/cow/cow_000000016010.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000377486.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000222863.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000125072.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000133778.jpg\n","Predição: dog | A classe real: data/test/cow/cow_000000231580.jpg\n","Predição: dog | A classe real: data/test/cow/cow_000000180383.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000041635.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000152740.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000545958.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000267434.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000314034.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000573626.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000244411.jpg\n","Predição: elephant | A classe real: data/test/cow/cow_000000298697.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000412887.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000357081.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000114907.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000124636.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000334555.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000329447.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000061171.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000415990.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000119038.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000415748.jpg\n","Predição: horse | A classe real: data/test/elephant/elephant_000000301061.jpg\n","Predição: horse | A classe real: data/test/elephant/elephant_000000435206.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000058384.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000157213.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000562207.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000330790.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000519208.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000259625.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000110638.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000474170.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000270402.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000414795.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000268375.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000535156.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000475779.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000094852.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000183437.jpg\n","Predição: zebra | A classe real: data/test/elephant/elephant_000000379533.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000245915.jpg\n","Predição: horse | A classe real: data/test/elephant/elephant_000000166563.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000083113.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000263860.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000088250.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000132796.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000057027.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000389316.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000167128.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000556765.jpg\n","Predição: zebra | A classe real: data/test/elephant/elephant_000000433374.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000359135.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000486112.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000158945.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000493284.jpg\n","Predição: bear | A classe real: data/test/elephant/elephant_000000565989.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000173799.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000320743.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000006894.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000162543.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000166642.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000170739.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000106757.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000126216.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000166664.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000286994.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000318080.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000243075.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000519688.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000560266.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000312586.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000132622.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000521231.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000308753.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000308476.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000020247.jpg\n","Predição: sheep | A classe real: data/test/bear/bear_000000471450.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000104603.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000203546.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000000285.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000092839.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000079144.jpg\n","Predição: elephant | A classe real: data/test/bear/bear_000000194216.jpg\n","Predição: sheep | A classe real: data/test/bear/bear_000000390826.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000414261.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000186422.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000235064.jpg\n","Predição: dog | A classe real: data/test/bear/bear_000000417465.jpg\n","Predição: dog | A classe real: data/test/bear/bear_000000042296.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000519611.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000547519.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000096960.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000307658.jpg\n","Predição: elephant | A classe real: data/test/bear/bear_000000194506.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000513484.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000071756.jpg\n","Predição: elephant | A classe real: data/test/bear/bear_000000573391.jpg\n","Predição: elephant | A classe real: data/test/bear/bear_000000205776.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000127955.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000217948.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000453981.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000361180.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000572517.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000085478.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000375015.jpg\n","Predição: cow | A classe real: data/test/bear/bear_000000532071.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000173033.jpg\n","Predição: giraffe | A classe real: data/test/bear/bear_000000341094.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000461036.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000229997.jpg\n","Predição: giraffe | A classe real: data/test/bear/bear_000000431727.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000104455.jpg\n","Predição: cat | A classe real: data/test/zebra/zebra_000000025096.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000070158.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000290833.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000291861.jpg\n","Predição: sheep | A classe real: data/test/zebra/zebra_000000129054.jpg\n","Predição: horse | A classe real: data/test/zebra/zebra_000000305695.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000031269.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000124975.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000025139.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000185409.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000159311.jpg\n","Predição: horse | A classe real: data/test/zebra/zebra_000000378453.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000122969.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000020059.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000433243.jpg\n","Predição: cat | A classe real: data/test/zebra/zebra_000000491613.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000454750.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000317024.jpg\n","Predição: cow | A classe real: data/test/zebra/zebra_000000049761.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000504439.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000320632.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000577149.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000110211.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000364166.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000016010.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000379533.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000377497.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000486046.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000508586.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000236730.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000325306.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000113354.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000215245.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000509656.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000546011.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000516316.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000017115.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000159977.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000052462.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000298251.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000562443.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000093965.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000091921.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000311295.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000485895.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000296969.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000217614.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000471567.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000475150.jpg\n","Predição: dog | A classe real: data/test/giraffe/giraffe_000000234526.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000134689.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000235057.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000393282.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000480842.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000261712.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000417876.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000433243.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000460379.jpg\n","Predição: elephant | A classe real: data/test/giraffe/giraffe_000000285788.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000221281.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000338532.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000151662.jpg\n","Predição: cow | A classe real: data/test/giraffe/giraffe_000000289393.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000288882.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000349302.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000420472.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000211069.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000286849.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000017031.jpg\n","Predição: cow | A classe real: data/test/giraffe/giraffe_000000284296.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000469652.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000486046.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000507042.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000216739.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000498857.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000104619.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000345261.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000334521.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000383676.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000150726.jpg\n","Predição: horse | A classe real: data/test/giraffe/giraffe_000000285894.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000299720.jpg\n","Predição: horse | A classe real: data/test/giraffe/giraffe_000000450758.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000079565.jpg\n","Predição: elephant | A classe real: data/test/giraffe/giraffe_000000575187.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000153299.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000392933.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000159977.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000445675.jpg\n"]}]},{"cell_type":"code","metadata":{"id":"4hD7y-ElGEF2","executionInfo":{"status":"ok","timestamp":1634405494387,"user_tz":180,"elapsed":282,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["#Acurácia e Precisão (+ Matrix de confusão)\n","\n","from sklearn.metrics import accuracy_score\n","from sklearn.metrics import f1_score\n","from sklearn.metrics import confusion_matrix\n","\n","def calculaAcuraciaPClasse(animal ,real, predicoes):\n","  #Calcula a acurácia com o que a saida verdadeira, com a predição\n","  acc = accuracy_score(real, predicoes)\n","  print(f'Acurácia para a classe {animal} = {acc}')\n","  \n","\n","def calculaf1PClasse(animal ,real, predicoes):\n","  f1 = f1_score(real, predicoes)\n","  print(f'F1-Score para a classe {animal} = {f1}')\n","\n","def matrixConfusao(animal, real, predicoes):\n","  #Atribuindo os verdadeiros negativos, falsos positivos, falsos negativos,\n","  #e verdadeiros positivos\n","  tn, fp, fn, tp = confusion_matrix(real, predicoes).ravel()\n","\n","  print('TP = ',tp)\n","  print('FP = ',fp)\n","  print('TN = ',tn)\n","  print('FN = ',fn) \n"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gay9b1JqAqg8","executionInfo":{"status":"ok","timestamp":1634405500125,"user_tz":180,"elapsed":234,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"c66480d3-17ef-40e4-cd49-e8c09b8b9307"},"source":["i = 0\n","RealGeral = []\n","PredicoesGeral = []\n","for item in dicio:\n","  real=[]\n","  predicoes=[]\n","  i = 0\n","\n","  while i < 45:\n","    \n","    if not '_' in str(item):\n","      RealGeral.append(1)\n","      real.append(1)\n","      if dicio[item][i] == dicio[item+'_predicoes'][i]:\n","        predicoes.append(1)\n","        PredicoesGeral.append(1)\n","      else:\n","        predicoes.append(0)\n","        PredicoesGeral.append(0)\n","    i = i + 1\n","  if not '_' in str(item):\n","    calculaAcuraciaPClasse(item, real, predicoes)\n","    calculaf1PClasse(item, real, predicoes)\n","    matrixConfusao(item, real, predicoes)\n","\n","calculaAcuraciaPClasse('GERAL', RealGeral,PredicoesGeral )\n","calculaf1PClasse('GERAL', RealGeral,PredicoesGeral )\n","  "],"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["Acurácia para a classe bird = 0.3111111111111111\n","F1-Score para a classe bird = 0.4745762711864407\n","TP =  14\n","FP =  0\n","TN =  0\n","FN =  31\n","Acurácia para a classe cat = 0.8\n","F1-Score para a classe cat = 0.888888888888889\n","TP =  36\n","FP =  0\n","TN =  0\n","FN =  9\n","Acurácia para a classe dog = 0.5777777777777777\n","F1-Score para a classe dog = 0.732394366197183\n","TP =  26\n","FP =  0\n","TN =  0\n","FN =  19\n","Acurácia para a classe horse = 0.6444444444444445\n","F1-Score para a classe horse = 0.7837837837837839\n","TP =  29\n","FP =  0\n","TN =  0\n","FN =  16\n","Acurácia para a classe sheep = 0.7333333333333333\n","F1-Score para a classe sheep = 0.846153846153846\n","TP =  33\n","FP =  0\n","TN =  0\n","FN =  12\n","Acurácia para a classe cow = 0.5333333333333333\n","F1-Score para a classe cow = 0.6956521739130436\n","TP =  24\n","FP =  0\n","TN =  0\n","FN =  21\n","Acurácia para a classe elephant = 0.8666666666666667\n","F1-Score para a classe elephant = 0.9285714285714286\n","TP =  39\n","FP =  0\n","TN =  0\n","FN =  6\n","Acurácia para a classe bear = 0.7555555555555555\n","F1-Score para a classe bear = 0.8607594936708861\n","TP =  34\n","FP =  0\n","TN =  0\n","FN =  11\n","Acurácia para a classe zebra = 0.8\n","F1-Score para a classe zebra = 0.888888888888889\n","TP =  36\n","FP =  0\n","TN =  0\n","FN =  9\n","Acurácia para a classe giraffe = 0.7777777777777778\n","F1-Score para a classe giraffe = 0.8750000000000001\n","TP =  35\n","FP =  0\n","TN =  0\n","FN =  10\n","Acurácia para a classe GERAL = 0.68\n","F1-Score para a classe GERAL = 0.8095238095238095\n"]}]},{"cell_type":"markdown","metadata":{"id":"nlo61CZ3H0AC"},"source":["#Usando ResNet-50"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"a6mQzUYwH_H0","executionInfo":{"status":"ok","timestamp":1634405590102,"user_tz":180,"elapsed":8725,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"17176ffd-49b2-4a99-adbc-95d2aa845b90"},"source":["modelRes = vis.image_classifier('pretrained_resnet50', train_data, val_data)"],"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["The normalization scheme has been changed for use with a pretrained_resnet50 model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n","\n","Is Multi-Label? False\n","Is Regression? False\n","Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n","94773248/94765736 [==============================] - 1s 0us/step\n","94781440/94765736 [==============================] - 1s 0us/step\n","pretrained_resnet50 model created.\n"]}]},{"cell_type":"code","metadata":{"id":"I600itw6IOkG","executionInfo":{"status":"ok","timestamp":1634405632765,"user_tz":180,"elapsed":1711,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["learnerRes = ktrain.get_learner(model=modelRes, train_data=train_data, val_data=val_data, \n","                             workers=8, use_multiprocessing=False, batch_size=64)"],"execution_count":18,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2ZJFao48IT_b","executionInfo":{"status":"ok","timestamp":1634406550017,"user_tz":180,"elapsed":915494,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"c625b231-8b93-411e-b052-ff71c294dedb"},"source":["learnerRes.fit_onecycle(1e-4, 50)"],"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","\n","begin training using onecycle policy with max lr of 0.0001...\n","Epoch 1/50\n","17/17 [==============================] - ETA: 0s - batch: 8.0000 - size: 61.7647 - loss: 5.4819 - acc: 0.1010"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:2470: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n","  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r17/17 [==============================] - 32s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 5.4823 - acc: 0.1010 - val_loss: 3.6711 - val_acc: 0.1400\n","Epoch 2/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 4.2582 - acc: 0.1762 - val_loss: 2.9517 - val_acc: 0.2422\n","Epoch 3/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 3.2038 - acc: 0.3029 - val_loss: 2.4716 - val_acc: 0.3467\n","Epoch 4/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 2.4535 - acc: 0.4219 - val_loss: 2.1809 - val_acc: 0.4200\n","Epoch 5/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 1.8083 - acc: 0.5286 - val_loss: 2.0199 - val_acc: 0.4778\n","Epoch 6/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 1.4562 - acc: 0.5886 - val_loss: 1.9450 - val_acc: 0.5089\n","Epoch 7/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.9843 - acc: 0.7095 - val_loss: 1.9064 - val_acc: 0.5289\n","Epoch 8/50\n","17/17 [==============================] - 19s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.8086 - acc: 0.7476 - val_loss: 1.8601 - val_acc: 0.5356\n","Epoch 9/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.6928 - acc: 0.7933 - val_loss: 1.8874 - val_acc: 0.5356\n","Epoch 10/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.5533 - acc: 0.8295 - val_loss: 1.8221 - val_acc: 0.5778\n","Epoch 11/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.4875 - acc: 0.8524 - val_loss: 1.8649 - val_acc: 0.5533\n","Epoch 12/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3929 - acc: 0.8743 - val_loss: 1.7867 - val_acc: 0.5689\n","Epoch 13/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3334 - acc: 0.8962 - val_loss: 1.8097 - val_acc: 0.5800\n","Epoch 14/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3234 - acc: 0.9057 - val_loss: 1.7739 - val_acc: 0.5778\n","Epoch 15/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3398 - acc: 0.8971 - val_loss: 1.8264 - val_acc: 0.5800\n","Epoch 16/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3233 - acc: 0.9286 - val_loss: 1.7588 - val_acc: 0.5911\n","Epoch 17/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3146 - acc: 0.9095 - val_loss: 1.9667 - val_acc: 0.5689\n","Epoch 18/50\n","17/17 [==============================] - 19s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2770 - acc: 0.9276 - val_loss: 1.8164 - val_acc: 0.5889\n","Epoch 19/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3399 - acc: 0.9152 - val_loss: 1.8781 - val_acc: 0.5978\n","Epoch 20/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3455 - acc: 0.9152 - val_loss: 1.8128 - val_acc: 0.6089\n","Epoch 21/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2898 - acc: 0.9352 - val_loss: 1.8365 - val_acc: 0.5911\n","Epoch 22/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2557 - acc: 0.9390 - val_loss: 1.9588 - val_acc: 0.5844\n","Epoch 23/50\n","17/17 [==============================] - 19s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3223 - acc: 0.9267 - val_loss: 2.0086 - val_acc: 0.5822\n","Epoch 24/50\n","17/17 [==============================] - 19s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3400 - acc: 0.9248 - val_loss: 1.8625 - val_acc: 0.6044\n","Epoch 25/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3010 - acc: 0.9257 - val_loss: 1.8929 - val_acc: 0.6111\n","Epoch 26/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3261 - acc: 0.9286 - val_loss: 1.8640 - val_acc: 0.6044\n","Epoch 27/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3378 - acc: 0.9267 - val_loss: 1.9407 - val_acc: 0.6267\n","Epoch 28/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3853 - acc: 0.9333 - val_loss: 2.0472 - val_acc: 0.6022\n","Epoch 29/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3662 - acc: 0.9286 - val_loss: 1.8828 - val_acc: 0.6044\n","Epoch 30/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3614 - acc: 0.9286 - val_loss: 1.9311 - val_acc: 0.6000\n","Epoch 31/50\n","17/17 [==============================] - 17s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2929 - acc: 0.9324 - val_loss: 1.9573 - val_acc: 0.6111\n","Epoch 32/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2756 - acc: 0.9410 - val_loss: 1.9171 - val_acc: 0.6000\n","Epoch 33/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3015 - acc: 0.9352 - val_loss: 1.8698 - val_acc: 0.6089\n","Epoch 34/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2905 - acc: 0.9352 - val_loss: 1.9369 - val_acc: 0.6200\n","Epoch 35/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2299 - acc: 0.9429 - val_loss: 1.8726 - val_acc: 0.6133\n","Epoch 36/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2971 - acc: 0.9343 - val_loss: 1.8769 - val_acc: 0.6111\n","Epoch 37/50\n","17/17 [==============================] - 20s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2502 - acc: 0.9429 - val_loss: 1.8872 - val_acc: 0.6200\n","Epoch 38/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.3121 - acc: 0.9371 - val_loss: 1.9176 - val_acc: 0.6156\n","Epoch 39/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2504 - acc: 0.9362 - val_loss: 1.9063 - val_acc: 0.6133\n","Epoch 40/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2212 - acc: 0.9429 - val_loss: 1.8941 - val_acc: 0.6089\n","Epoch 41/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2654 - acc: 0.9400 - val_loss: 1.9126 - val_acc: 0.6089\n","Epoch 42/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2200 - acc: 0.9419 - val_loss: 1.9101 - val_acc: 0.6022\n","Epoch 43/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.1979 - acc: 0.9448 - val_loss: 1.8757 - val_acc: 0.5978\n","Epoch 44/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2247 - acc: 0.9438 - val_loss: 1.8777 - val_acc: 0.6044\n","Epoch 45/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2175 - acc: 0.9476 - val_loss: 1.9242 - val_acc: 0.6067\n","Epoch 46/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.1928 - acc: 0.9495 - val_loss: 1.8657 - val_acc: 0.6111\n","Epoch 47/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.1989 - acc: 0.9495 - val_loss: 1.8274 - val_acc: 0.6200\n","Epoch 48/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.1620 - acc: 0.9505 - val_loss: 1.8049 - val_acc: 0.6200\n","Epoch 49/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.2115 - acc: 0.9419 - val_loss: 1.8018 - val_acc: 0.6156\n","Epoch 50/50\n","17/17 [==============================] - 18s 1s/step - batch: 8.0000 - size: 61.7647 - loss: 0.1690 - acc: 0.9524 - val_loss: 1.8017 - val_acc: 0.6156\n"]},{"output_type":"execute_result","data":{"text/plain":["<keras.callbacks.History at 0x7f08cbca7110>"]},"metadata":{},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"YXKcXCTJJ68o","executionInfo":{"status":"ok","timestamp":1634406583043,"user_tz":180,"elapsed":237,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["predictorRes = ktrain.get_predictor(learnerRes.model, preproc)"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"id":"2yZzRWdPJ_ei","executionInfo":{"status":"ok","timestamp":1634406584816,"user_tz":180,"elapsed":242,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["#Fazendo a predição\n","real = []\n","predicoes = []\n","def show_prediction(fname, animal):\n","    \n","    predicted = predictorRes.predict_filename(fname)[0]\n","    print('Predição: %s | A classe real: %s' % (predicted, fname))\n","    predicoes.append(predicted)\n","    real.append(animal)"],"execution_count":21,"outputs":[]},{"cell_type":"code","metadata":{"id":"BvCKTOvjKC9Y","executionInfo":{"status":"ok","timestamp":1634406586768,"user_tz":180,"elapsed":238,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["def validationRes(animal, coco):\n","\n","    catIds = coco.getCatIds(catNms=[animal])\n","    imgIds = coco.getImgIds(catIds=catIds )\n","    images = coco.loadImgs(imgIds)\n","\n","    for im in images:\n","          if os.path.isfile('data/test/'+ animal + '/'+ animal+'_'+im['file_name']):\n","            fname = 'data/test/'+ animal + '/'+ animal+'_'+im['file_name']\n","            show_prediction(fname, animal)"],"execution_count":22,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5GOtRghEKHQt","executionInfo":{"status":"ok","timestamp":1634406645288,"user_tz":180,"elapsed":53609,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"abf356f5-bcfd-4865-824d-b1c090dd16fd"},"source":["dicioRes = {}\n","animals = [\n","           'bird',\n","           'cat',\n","           'dog',\n","           'horse',\n","           'sheep',\n","           'cow',\n","           'elephant',\n","           'bear',\n","           'zebra',\n","           'giraffe'\n","]\n","cocoValid = COCO('annotations/instances_val2017.json')\n","for item in animals:\n","  validationRes(item, cocoValid)\n","  dicioRes[item] = real\n","  dicioRes[item+'_predicoes'] = predicoes\n","  real=[]\n","  predicoes=[]"],"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["loading annotations into memory...\n","Done (t=0.49s)\n","creating index...\n","index created!\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:2470: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n","  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"]},{"output_type":"stream","name":"stdout","text":["Predição: sheep | A classe real: data/test/bird/bird_000000055299.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000523782.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000222235.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000523811.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000147498.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000032811.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000544811.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000122927.jpg\n","Predição: cat | A classe real: data/test/bird/bird_000000159791.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000186422.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000542776.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000186938.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000277051.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000337987.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000434247.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000417876.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000489046.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000402519.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000475223.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000404568.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000031322.jpg\n","Predição: elephant | A classe real: data/test/bird/bird_000000285788.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000049761.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000019042.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000511076.jpg\n","Predição: bear | A classe real: data/test/bird/bird_000000572517.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000120420.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000494188.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000229997.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000210032.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000289393.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000070774.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000149622.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000284279.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000315001.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000300155.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000117374.jpg\n","Predição: dog | A classe real: data/test/bird/bird_000000330369.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000100489.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000490125.jpg\n","Predição: cow | A classe real: data/test/bird/bird_000000418959.jpg\n","Predição: giraffe | A classe real: data/test/bird/bird_000000264335.jpg\n","Predição: bird | A classe real: data/test/bird/bird_000000236690.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000157847.jpg\n","Predição: sheep | A classe real: data/test/bird/bird_000000126107.jpg\n","Predição: sheep | A classe real: data/test/cat/cat_000000416256.jpg\n","Predição: bird | A classe real: data/test/cat/cat_000000269314.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000223747.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000245764.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000458255.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000047121.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000411665.jpg\n","Predição: sheep | A classe real: data/test/cat/cat_000000312340.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000119828.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000098839.jpg\n","Predição: giraffe | A classe real: data/test/cat/cat_000000222235.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000290843.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000533536.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000545826.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000343076.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000402473.jpg\n","Predição: cow | A classe real: data/test/cat/cat_000000320554.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000460841.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000494634.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000101420.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000357941.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000080949.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000071226.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000131131.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000366141.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000063552.jpg\n","Predição: sheep | A classe real: data/test/cat/cat_000000401991.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000261706.jpg\n","Predição: sheep | A classe real: data/test/cat/cat_000000469067.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000416330.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000107087.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000277584.jpg\n","Predição: dog | A classe real: data/test/cat/cat_000000077396.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000078420.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000475732.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000519764.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000327769.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000116825.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000078426.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000424545.jpg\n","Predição: sheep | A classe real: data/test/cat/cat_000000211042.jpg\n","Predição: cat | A classe real: data/test/cat/cat_000000181859.jpg\n","Predição: sheep | A classe real: data/test/cat/cat_000000456292.jpg\n","Predição: bear | A classe real: data/test/cat/cat_000000435299.jpg\n","Predição: horse | A classe real: data/test/cat/cat_000000329319.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000329219.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000404484.jpg\n","Predição: bear | A classe real: data/test/dog/dog_000000205834.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000546829.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000554002.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000366611.jpg\n","Predição: giraffe | A classe real: data/test/dog/dog_000000182805.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000395801.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000427034.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000061471.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000267300.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000371749.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000261161.jpg\n","Predição: bear | A classe real: data/test/dog/dog_000000407083.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000236592.jpg\n","Predição: bird | A classe real: data/test/dog/dog_000000532530.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000474164.jpg\n","Predição: bird | A classe real: data/test/dog/dog_000000489014.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000295478.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000564280.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000071226.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000446522.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000324158.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000289343.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000149568.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000355905.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000401991.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000486479.jpg\n","Predição: bear | A classe real: data/test/dog/dog_000000412240.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000421455.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000372819.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000554579.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000357459.jpg\n","Predição: horse | A classe real: data/test/dog/dog_000000143961.jpg\n","Predição: bird | A classe real: data/test/dog/dog_000000171611.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000364636.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000367195.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000532575.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000139872.jpg\n","Predição: cow | A classe real: data/test/dog/dog_000000361571.jpg\n","Predição: cat | A classe real: data/test/dog/dog_000000482917.jpg\n","Predição: bear | A classe real: data/test/dog/dog_000000520301.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000498286.jpg\n","Predição: sheep | A classe real: data/test/dog/dog_000000222317.jpg\n","Predição: dog | A classe real: data/test/dog/dog_000000072813.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000384513.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000029187.jpg\n","Predição: sheep | A classe real: data/test/horse/horse_000000172547.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000553990.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000148999.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000546823.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000260106.jpg\n","Predição: giraffe | A classe real: data/test/horse/horse_000000241677.jpg\n","Predição: cat | A classe real: data/test/horse/horse_000000045070.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000181753.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000331280.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000381971.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000242724.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000303653.jpg\n","Predição: cat | A classe real: data/test/horse/horse_000000213547.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000547886.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000576052.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000476215.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000276024.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000462904.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000227898.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000229948.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000396863.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000367680.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000226883.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000199236.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000507975.jpg\n","Predição: cow | A classe real: data/test/horse/horse_000000434247.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000348243.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000015956.jpg\n","Predição: giraffe | A classe real: data/test/horse/horse_000000372307.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000023126.jpg\n","Predição: sheep | A classe real: data/test/horse/horse_000000113235.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000265816.jpg\n","Predição: giraffe | A classe real: data/test/horse/horse_000000299609.jpg\n","Predição: zebra | A classe real: data/test/horse/horse_000000335450.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000441442.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000040036.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000356968.jpg\n","Predição: bird | A classe real: data/test/horse/horse_000000269932.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000051309.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000007281.jpg\n","Predição: elephant | A classe real: data/test/horse/horse_000000049269.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000191614.jpg\n","Predição: horse | A classe real: data/test/horse/horse_000000185473.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000338304.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000066561.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000474881.jpg\n","Predição: elephant | A classe real: data/test/sheep/sheep_000000458755.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000023937.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000360325.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000435206.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000193162.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000269196.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000528524.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000428562.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000230166.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000094871.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000535578.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000044699.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000484893.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000012062.jpg\n","Predição: bear | A classe real: data/test/sheep/sheep_000000263966.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000290592.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000225184.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000364322.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000181666.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000552612.jpg\n","Predição: giraffe | A classe real: data/test/sheep/sheep_000000369442.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000546556.jpg\n","Predição: horse | A classe real: data/test/sheep/sheep_000000156071.jpg\n","Predição: horse | A classe real: data/test/sheep/sheep_000000140583.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000548267.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000459437.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000288685.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000340272.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000198960.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000395388.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000547383.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000410428.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000022589.jpg\n","Predição: bird | A classe real: data/test/sheep/sheep_000000389566.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000295231.jpg\n","Predição: cow | A classe real: data/test/sheep/sheep_000000467776.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000154947.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000397639.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000209613.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000212559.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000278353.jpg\n","Predição: sheep | A classe real: data/test/sheep/sheep_000000375763.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000435206.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000347664.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000332318.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000247838.jpg\n","Predição: bird | A classe real: data/test/cow/cow_000000014888.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000555050.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000402992.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000455219.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000535094.jpg\n","Predição: elephant | A classe real: data/test/cow/cow_000000276024.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000416837.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000518213.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000387148.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000302165.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000233567.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000311392.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000289393.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000240754.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000459396.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000512648.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000193162.jpg\n","Predição: zebra | A classe real: data/test/cow/cow_000000016010.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000377486.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000222863.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000125072.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000133778.jpg\n","Predição: horse | A classe real: data/test/cow/cow_000000231580.jpg\n","Predição: cat | A classe real: data/test/cow/cow_000000180383.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000041635.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000152740.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000545958.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000267434.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000314034.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000573626.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000244411.jpg\n","Predição: zebra | A classe real: data/test/cow/cow_000000298697.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000412887.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000357081.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000114907.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000124636.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000334555.jpg\n","Predição: elephant | A classe real: data/test/cow/cow_000000329447.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000061171.jpg\n","Predição: cow | A classe real: data/test/cow/cow_000000415990.jpg\n","Predição: sheep | A classe real: data/test/cow/cow_000000119038.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000415748.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000301061.jpg\n","Predição: sheep | A classe real: data/test/elephant/elephant_000000435206.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000058384.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000157213.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000562207.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000330790.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000519208.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000259625.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000110638.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000474170.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000270402.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000414795.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000268375.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000535156.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000475779.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000094852.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000183437.jpg\n","Predição: zebra | A classe real: data/test/elephant/elephant_000000379533.jpg\n","Predição: cow | A classe real: data/test/elephant/elephant_000000245915.jpg\n","Predição: bird | A classe real: data/test/elephant/elephant_000000166563.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000083113.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000263860.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000088250.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000132796.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000057027.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000389316.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000167128.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000556765.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000433374.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000359135.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000486112.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000158945.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000493284.jpg\n","Predição: bird | A classe real: data/test/elephant/elephant_000000565989.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000173799.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000320743.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000006894.jpg\n","Predição: cow | A classe real: data/test/elephant/elephant_000000162543.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000166642.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000170739.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000106757.jpg\n","Predição: cow | A classe real: data/test/elephant/elephant_000000126216.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000166664.jpg\n","Predição: elephant | A classe real: data/test/elephant/elephant_000000286994.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000318080.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000243075.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000519688.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000560266.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000312586.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000132622.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000521231.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000308753.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000308476.jpg\n","Predição: sheep | A classe real: data/test/bear/bear_000000020247.jpg\n","Predição: sheep | A classe real: data/test/bear/bear_000000471450.jpg\n","Predição: cow | A classe real: data/test/bear/bear_000000104603.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000203546.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000000285.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000092839.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000079144.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000194216.jpg\n","Predição: sheep | A classe real: data/test/bear/bear_000000390826.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000414261.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000186422.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000235064.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000417465.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000042296.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000519611.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000547519.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000096960.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000307658.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000194506.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000513484.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000071756.jpg\n","Predição: zebra | A classe real: data/test/bear/bear_000000573391.jpg\n","Predição: cow | A classe real: data/test/bear/bear_000000205776.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000127955.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000217948.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000453981.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000361180.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000572517.jpg\n","Predição: cow | A classe real: data/test/bear/bear_000000085478.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000375015.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000532071.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000173033.jpg\n","Predição: bird | A classe real: data/test/bear/bear_000000341094.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000461036.jpg\n","Predição: cow | A classe real: data/test/bear/bear_000000229997.jpg\n","Predição: bear | A classe real: data/test/bear/bear_000000431727.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000104455.jpg\n","Predição: cat | A classe real: data/test/zebra/zebra_000000025096.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000070158.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000290833.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000291861.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000129054.jpg\n","Predição: horse | A classe real: data/test/zebra/zebra_000000305695.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000031269.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000124975.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000025139.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000185409.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000159311.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000378453.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000122969.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000020059.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000433243.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000491613.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000454750.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000317024.jpg\n","Predição: sheep | A classe real: data/test/zebra/zebra_000000049761.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000504439.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000320632.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000577149.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000110211.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000364166.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000016010.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000379533.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000377497.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000486046.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000508586.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000236730.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000325306.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000113354.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000215245.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000509656.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000546011.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000516316.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000017115.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000159977.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000052462.jpg\n","Predição: sheep | A classe real: data/test/zebra/zebra_000000298251.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000562443.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000093965.jpg\n","Predição: zebra | A classe real: data/test/zebra/zebra_000000091921.jpg\n","Predição: giraffe | A classe real: data/test/zebra/zebra_000000311295.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000485895.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000296969.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000217614.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000471567.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000475150.jpg\n","Predição: sheep | A classe real: data/test/giraffe/giraffe_000000234526.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000134689.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000235057.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000393282.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000480842.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000261712.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000417876.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000433243.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000460379.jpg\n","Predição: elephant | A classe real: data/test/giraffe/giraffe_000000285788.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000221281.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000338532.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000151662.jpg\n","Predição: sheep | A classe real: data/test/giraffe/giraffe_000000289393.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000288882.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000349302.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000420472.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000211069.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000286849.jpg\n","Predição: cow | A classe real: data/test/giraffe/giraffe_000000017031.jpg\n","Predição: sheep | A classe real: data/test/giraffe/giraffe_000000284296.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000469652.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000486046.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000507042.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000216739.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000498857.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000104619.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000345261.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000334521.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000383676.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000150726.jpg\n","Predição: elephant | A classe real: data/test/giraffe/giraffe_000000285894.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000299720.jpg\n","Predição: horse | A classe real: data/test/giraffe/giraffe_000000450758.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000079565.jpg\n","Predição: elephant | A classe real: data/test/giraffe/giraffe_000000575187.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000153299.jpg\n","Predição: zebra | A classe real: data/test/giraffe/giraffe_000000392933.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000159977.jpg\n","Predição: giraffe | A classe real: data/test/giraffe/giraffe_000000445675.jpg\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ccgMvzw6KKvw","executionInfo":{"status":"ok","timestamp":1634406651688,"user_tz":180,"elapsed":257,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"a55a8bd1-1465-4df0-e07a-d80a2fc6eea6"},"source":["i = 0\n","RealGeral = []\n","PredicoesGeral = []\n","for item in dicioRes:\n","  real=[]\n","  predicoes=[]\n","  i = 0\n","\n","  while i < 45:\n","    \n","    if not '_' in str(item):\n","      real.append(1)\n","      RealGeral.append(1)\n","      if dicioRes[item][i] == dicioRes[item+'_predicoes'][i]:\n","        predicoes.append(1)\n","        PredicoesGeral.append(1)\n","      else:\n","        predicoes.append(0)\n","        PredicoesGeral.append(0)\n","    i = i + 1\n","  if not '_' in str(item):\n","    calculaAcuraciaPClasse(item, real, predicoes)\n","    calculaf1PClasse(item, real, predicoes)\n","    matrixConfusao(item, real, predicoes)\n","\n","calculaAcuraciaPClasse('GERAL', RealGeral,PredicoesGeral )\n","calculaf1PClasse('GERAL', RealGeral,PredicoesGeral )"],"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["Acurácia para a classe bird = 0.28888888888888886\n","F1-Score para a classe bird = 0.4482758620689655\n","TP =  13\n","FP =  0\n","TN =  0\n","FN =  32\n","Acurácia para a classe cat = 0.5777777777777777\n","F1-Score para a classe cat = 0.732394366197183\n","TP =  26\n","FP =  0\n","TN =  0\n","FN =  19\n","Acurácia para a classe dog = 0.28888888888888886\n","F1-Score para a classe dog = 0.4482758620689655\n","TP =  13\n","FP =  0\n","TN =  0\n","FN =  32\n","Acurácia para a classe horse = 0.5555555555555556\n","F1-Score para a classe horse = 0.7142857142857143\n","TP =  25\n","FP =  0\n","TN =  0\n","FN =  20\n","Acurácia para a classe sheep = 0.7333333333333333\n","F1-Score para a classe sheep = 0.846153846153846\n","TP =  33\n","FP =  0\n","TN =  0\n","FN =  12\n","Acurácia para a classe cow = 0.5555555555555556\n","F1-Score para a classe cow = 0.7142857142857143\n","TP =  25\n","FP =  0\n","TN =  0\n","FN =  20\n","Acurácia para a classe elephant = 0.8444444444444444\n","F1-Score para a classe elephant = 0.9156626506024096\n","TP =  38\n","FP =  0\n","TN =  0\n","FN =  7\n","Acurácia para a classe bear = 0.8\n","F1-Score para a classe bear = 0.888888888888889\n","TP =  36\n","FP =  0\n","TN =  0\n","FN =  9\n","Acurácia para a classe zebra = 0.8222222222222222\n","F1-Score para a classe zebra = 0.9024390243902439\n","TP =  37\n","FP =  0\n","TN =  0\n","FN =  8\n","Acurácia para a classe giraffe = 0.7333333333333333\n","F1-Score para a classe giraffe = 0.846153846153846\n","TP =  33\n","FP =  0\n","TN =  0\n","FN =  12\n","Acurácia para a classe GERAL = 0.62\n","F1-Score para a classe GERAL = 0.7654320987654321\n"]}]},{"cell_type":"markdown","metadata":{"id":"54Q_V9CDLI2A"},"source":["#Usando VGGNet-16\n","\n","(Fonte:https://learnopencv.com/keras-tutorial-fine-tuning-using-pre-trained-models/)"]},{"cell_type":"code","metadata":{"id":"TvBsNc-TScVO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1634406669668,"user_tz":180,"elapsed":2169,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"9dc3e009-0cb7-471f-83f4-c4eccf5ca742"},"source":["from tensorflow.keras.applications import vgg16\n","\n","from keras.layers.convolutional import Conv2D, MaxPooling2D\n","from keras.models import Sequential\n","from keras.layers import Dense, Activation, Flatten\n","from keras.preprocessing.image import ImageDataGenerator\n","from keras.preprocessing import image\n","\n","vgg_conv = vgg16.VGG16(weights='imagenet', include_top=False, input_shape=(216, 216, 3))"],"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n","58892288/58889256 [==============================] - 1s 0us/step\n","58900480/58889256 [==============================] - 1s 0us/step\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Bu-8sWFGSwoF","executionInfo":{"status":"ok","timestamp":1634406673884,"user_tz":180,"elapsed":247,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"5d0ad9a4-351a-4993-fc3f-30920fe89fd6"},"source":["\n","model = Sequential()\n","model.add(vgg_conv)\n","model.add(Flatten())\n","model.add(Dense(1024, activation='relu'))\n","model.add(Dense(10, activation='softmax'))\n","model.summary()\n"],"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"sequential\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","vgg16 (Functional)           (None, 6, 6, 512)         14714688  \n","_________________________________________________________________\n","flatten_2 (Flatten)          (None, 18432)             0         \n","_________________________________________________________________\n","dense (Dense)                (None, 1024)              18875392  \n","_________________________________________________________________\n","dense_1 (Dense)              (None, 10)                10250     \n","=================================================================\n","Total params: 33,600,330\n","Trainable params: 33,600,330\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"USIp-Oq8T3sS","executionInfo":{"status":"ok","timestamp":1634406681878,"user_tz":180,"elapsed":615,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"96a2415f-67eb-4b0a-c30b-16a9c29c9405"},"source":["\n","train_datagen = ImageDataGenerator(rescale=1./255)\n","validation_datagen = ImageDataGenerator(rescale=1./255)\n","train_batchsize = 100\n","val_batchsize = 17\n","\n","train_generator = train_datagen.flow_from_directory(\n","        '/content/data/train',\n","        target_size=(216, 216),\n","        batch_size=train_batchsize,\n","        class_mode='categorical')\n","\n","validation_generator = validation_datagen.flow_from_directory(\n","        '/content/data/test',\n","        target_size=(216, 216),\n","        batch_size=val_batchsize,\n","        class_mode='categorical',\n","        shuffle=False)\n"],"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 1050 images belonging to 10 classes.\n","Found 450 images belonging to 10 classes.\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bkXL-x8zVKq5","executionInfo":{"status":"ok","timestamp":1634408426837,"user_tz":180,"elapsed":1741428,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"091d1d33-fea9-4ff5-a5e6-ce99d47a7f4c"},"source":["import tensorflow as tf\n","\n","opt = tf.keras.optimizers.RMSprop(learning_rate=1e-4)\n","model.compile(loss='categorical_crossentropy',\n","              optimizer=opt,\n","              metrics=['acc'])\n","\n","history = model.fit(\n","    train_generator,\n","    steps_per_epoch=train_generator.samples/train_generator.batch_size,\n","    epochs=50,\n","    validation_data=validation_generator,\n","    validation_steps=validation_generator.samples/validation_generator.batch_size,verbose=1\n",")\n"],"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/50\n","11/10 [===============================] - ETA: -2s - batch: 5.0000 - size: 95.4545 - loss: 2.4852 - acc: 0.1019"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:2470: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n","  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r10/10 [==============================] - 99s 6s/step - batch: 5.0000 - size: 95.4545 - loss: 2.4854 - acc: 0.1019 - val_loss: 2.3653 - val_acc: 0.0978\n","Epoch 2/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.2988 - acc: 0.1276 - val_loss: 2.3366 - val_acc: 0.1022\n","Epoch 3/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.2677 - acc: 0.1219 - val_loss: 2.2723 - val_acc: 0.1822\n","Epoch 4/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.2472 - acc: 0.1638 - val_loss: 2.3717 - val_acc: 0.1156\n","Epoch 5/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.1806 - acc: 0.1895 - val_loss: 2.1706 - val_acc: 0.2289\n","Epoch 6/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.1900 - acc: 0.1933 - val_loss: 2.2107 - val_acc: 0.1911\n","Epoch 7/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.1404 - acc: 0.2057 - val_loss: 2.3198 - val_acc: 0.1356\n","Epoch 8/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.0542 - acc: 0.2476 - val_loss: 2.3055 - val_acc: 0.1889\n","Epoch 9/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 2.0150 - acc: 0.2638 - val_loss: 2.1219 - val_acc: 0.2311\n","Epoch 10/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.9054 - acc: 0.3190 - val_loss: 2.0842 - val_acc: 0.2556\n","Epoch 11/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.9517 - acc: 0.3286 - val_loss: 1.9740 - val_acc: 0.3022\n","Epoch 12/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.6528 - acc: 0.4381 - val_loss: 2.1406 - val_acc: 0.2222\n","Epoch 13/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.7027 - acc: 0.4190 - val_loss: 2.2733 - val_acc: 0.2711\n","Epoch 14/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.4350 - acc: 0.5248 - val_loss: 2.2329 - val_acc: 0.3600\n","Epoch 15/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.2676 - acc: 0.5619 - val_loss: 2.0465 - val_acc: 0.3356\n","Epoch 16/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 1.0270 - acc: 0.6524 - val_loss: 2.1961 - val_acc: 0.3689\n","Epoch 17/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.9398 - acc: 0.7000 - val_loss: 2.2802 - val_acc: 0.3644\n","Epoch 18/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.8672 - acc: 0.7238 - val_loss: 2.1759 - val_acc: 0.3267\n","Epoch 19/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.6184 - acc: 0.7962 - val_loss: 2.4387 - val_acc: 0.3711\n","Epoch 20/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.6089 - acc: 0.8133 - val_loss: 3.0318 - val_acc: 0.2578\n","Epoch 21/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.5621 - acc: 0.8152 - val_loss: 2.3096 - val_acc: 0.3622\n","Epoch 22/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.4104 - acc: 0.8733 - val_loss: 2.8761 - val_acc: 0.3000\n","Epoch 23/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.6026 - acc: 0.8029 - val_loss: 3.4999 - val_acc: 0.3156\n","Epoch 24/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.3779 - acc: 0.8924 - val_loss: 2.2305 - val_acc: 0.3422\n","Epoch 25/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.3217 - acc: 0.9010 - val_loss: 3.9338 - val_acc: 0.3444\n","Epoch 26/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.4136 - acc: 0.8752 - val_loss: 2.5929 - val_acc: 0.3089\n","Epoch 27/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2951 - acc: 0.9143 - val_loss: 2.5812 - val_acc: 0.3400\n","Epoch 28/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.3028 - acc: 0.9000 - val_loss: 3.5212 - val_acc: 0.3022\n","Epoch 29/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.4556 - acc: 0.8533 - val_loss: 2.6753 - val_acc: 0.3644\n","Epoch 30/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2316 - acc: 0.9248 - val_loss: 2.4203 - val_acc: 0.3400\n","Epoch 31/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.8628 - acc: 0.7429 - val_loss: 2.5510 - val_acc: 0.3133\n","Epoch 32/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2102 - acc: 0.9257 - val_loss: 2.3983 - val_acc: 0.3622\n","Epoch 33/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2059 - acc: 0.9305 - val_loss: 2.1230 - val_acc: 0.3422\n","Epoch 34/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2162 - acc: 0.9305 - val_loss: 2.5177 - val_acc: 0.3489\n","Epoch 35/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.3381 - acc: 0.8848 - val_loss: 3.3406 - val_acc: 0.2689\n","Epoch 36/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.4390 - acc: 0.8533 - val_loss: 2.6334 - val_acc: 0.3711\n","Epoch 37/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1706 - acc: 0.9276 - val_loss: 2.5801 - val_acc: 0.3511\n","Epoch 38/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2163 - acc: 0.9219 - val_loss: 4.4971 - val_acc: 0.3133\n","Epoch 39/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2977 - acc: 0.8933 - val_loss: 3.0743 - val_acc: 0.3444\n","Epoch 40/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.3241 - acc: 0.8981 - val_loss: 2.7324 - val_acc: 0.3289\n","Epoch 41/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1920 - acc: 0.9248 - val_loss: 2.4193 - val_acc: 0.3889\n","Epoch 42/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2555 - acc: 0.9029 - val_loss: 3.2269 - val_acc: 0.3111\n","Epoch 43/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1924 - acc: 0.9190 - val_loss: 2.6298 - val_acc: 0.3489\n","Epoch 44/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1687 - acc: 0.9248 - val_loss: 2.4451 - val_acc: 0.3422\n","Epoch 45/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2933 - acc: 0.8857 - val_loss: 2.9317 - val_acc: 0.3400\n","Epoch 46/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1481 - acc: 0.9238 - val_loss: 2.9897 - val_acc: 0.3511\n","Epoch 47/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.2794 - acc: 0.9000 - val_loss: 3.6504 - val_acc: 0.3000\n","Epoch 48/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1700 - acc: 0.9295 - val_loss: 3.1033 - val_acc: 0.3600\n","Epoch 49/50\n","10/10 [==============================] - 34s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.1612 - acc: 0.9286 - val_loss: 3.0212 - val_acc: 0.3556\n","Epoch 50/50\n","10/10 [==============================] - 33s 3s/step - batch: 5.0000 - size: 95.4545 - loss: 0.3130 - acc: 0.8914 - val_loss: 3.1715 - val_acc: 0.2978\n"]}]},{"cell_type":"code","metadata":{"id":"Ui-Ps9n2sFpp","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1634408489054,"user_tz":180,"elapsed":6964,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"424cf57c-8fd4-494c-cbd6-a191b9b01faf"},"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","\n","predictions = model.predict(\n","    validation_generator, \n","    steps=validation_generator.samples/validation_generator.batch_size,\n","    verbose=1\n",")"],"execution_count":29,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:2470: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n","  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"]}]},{"cell_type":"code","metadata":{"id":"vjxpLC5iuj50","executionInfo":{"status":"ok","timestamp":1634408529111,"user_tz":180,"elapsed":237,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}}},"source":["real = []\n","predicoes = []\n","dicioVGG = {\n","    'bear':[],\n","    'bear_predicoes':[],\n","    'bird':[],\n","    'bird_predicoes':[],\n","    'cat':[],\n","    'cat_predicoes':[],\n","    'cow':[],\n","    'cow_predicoes':[],\n","    'dog':[],\n","    'dog_predicoes':[],\n","    'elephant':[],\n","    'elephant_predicoes':[],\n","    'giraffe':[],\n","    'giraffe_predicoes':[],\n","    'horse':[],\n","    'horse_predicoes':[],\n","    'sheep':[],\n","    'sheep_predicoes':[],\n","    'zebra':[],\n","    'zebra_predicoes':[]\n","}\n","\n","def criandDict(real, predicoes):\n","  i=0\n","  while i < 450:\n","    dicioVGG[real[i]].append(1)\n","    if real[i] == predicoes[i]:\n","      dicioVGG[real[i]+'_predicoes'].append(1)\n","    else:\n","      dicioVGG[real[i]+'_predicoes'].append(0)\n","    i = i + 1\n","\n","def obtain_errors(val_generator, predictions):\n","\n","    fnames = validation_generator.filenames\n","\n","    ground_truth = validation_generator.classes\n","\n","    label2index = validation_generator.class_indices\n","\n","    idx2label = list(label2index.keys())\n","\n","    predicted_classes = np.argmax(predictions, axis=1)\n","\n","    return idx2label, fnames, predicted_classes\n","\n","def predicoesVGG(idx2label, predictions, predicted_classes,fnames):\n","\n","    for i in range(len(predicted_classes)):\n","        \n","        pred_class = predicted_classes[i]\n","\n","        pred_label = idx2label[pred_class]\n","\n","        fnames[i].split('/')[0] #Real\n","        pred_label #Predicao\n","        #predictions[predicted_classes[i]][pred_class] #Confiança\n","        \n","        print(f\"Predição: {pred_label} / Classe real: {fnames[i]}\")\n","        \n","\n","        real.append(fnames[i].split('/')[0])\n","        predicoes.append(pred_label)\n","\n","\n"],"execution_count":33,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7Km3Sahvt1tX","executionInfo":{"status":"ok","timestamp":1634408533762,"user_tz":180,"elapsed":803,"user":{"displayName":"Gabriel Ferrante","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhUTvEcuJjYqEsr-_7arizgOF4bYmqqja3dUHhV3w=s64","userId":"03031278626756767241"}},"outputId":"d543080a-32c6-4b79-da3c-968f934ee7d7"},"source":["idx2label, fnames, predicted_classes = obtain_errors(validation_generator, predictions)\n","\n","predicoesVGG(idx2label, predictions ,predicted_classes, fnames)\n","\n","criandDict(real, predicoes)\n","\n","for item in dicioVGG:\n","  if not '_' in str(item):\n","    calculaAcuraciaPClasse(item, dicioVGG[item], dicioVGG[item+'_predicoes'])\n","    calculaf1PClasse(item, dicioVGG[item], dicioVGG[item+'_predicoes'])\n","    matrixConfusao(item, dicioVGG[item], dicioVGG[item+'_predicoes'])\n","\n","j = 0\n","while j < 450:\n","  \n","  if real[j] == predicoes[j]:\n","    real[j] = 1\n","    predicoes[j] = 1\n","  else:\n","    real[j] = 1\n","    predicoes[j] = 0\n","  \n","  j = j + 1\n","\n","print(real)\n","print(predicoes)\n","calculaAcuraciaPClasse('GERAL', real, predicoes)\n","calculaf1PClasse('GERAL', real, predicoes)\n"],"execution_count":34,"outputs":[{"output_type":"stream","name":"stdout","text":["Predição: bear / Classe real: bear/bear_000000000285.jpg\n","Predição: bear / Classe real: bear/bear_000000020247.jpg\n","Predição: dog / Classe real: bear/bear_000000042296.jpg\n","Predição: sheep / Classe real: bear/bear_000000071756.jpg\n","Predição: sheep / Classe real: bear/bear_000000079144.jpg\n","Predição: bear / Classe real: bear/bear_000000085478.jpg\n","Predição: bear / Classe real: bear/bear_000000092839.jpg\n","Predição: bear / Classe real: bear/bear_000000096960.jpg\n","Predição: sheep / Classe real: bear/bear_000000104603.jpg\n","Predição: bear / Classe real: bear/bear_000000127955.jpg\n","Predição: bear / Classe real: bear/bear_000000132622.jpg\n","Predição: bear / Classe real: bear/bear_000000173033.jpg\n","Predição: bear / Classe real: bear/bear_000000186422.jpg\n","Predição: sheep / Classe real: bear/bear_000000194216.jpg\n","Predição: bear / Classe real: bear/bear_000000194506.jpg\n","Predição: bear / Classe real: bear/bear_000000203546.jpg\n","Predição: elephant / Classe real: bear/bear_000000205776.jpg\n","Predição: bear / Classe real: bear/bear_000000217948.jpg\n","Predição: bear / Classe real: bear/bear_000000229997.jpg\n","Predição: elephant / Classe real: bear/bear_000000235064.jpg\n","Predição: bear / Classe real: bear/bear_000000243075.jpg\n","Predição: bear / Classe real: bear/bear_000000307658.jpg\n","Predição: bear / Classe real: bear/bear_000000308476.jpg\n","Predição: sheep / Classe real: bear/bear_000000308753.jpg\n","Predição: sheep / Classe real: bear/bear_000000312586.jpg\n","Predição: bear / Classe real: bear/bear_000000318080.jpg\n","Predição: bear / Classe real: bear/bear_000000341094.jpg\n","Predição: bear / Classe real: bear/bear_000000361180.jpg\n","Predição: bear / Classe real: bear/bear_000000375015.jpg\n","Predição: horse / Classe real: bear/bear_000000390826.jpg\n","Predição: dog / Classe real: bear/bear_000000414261.jpg\n","Predição: bear / Classe real: bear/bear_000000417465.jpg\n","Predição: giraffe / Classe real: bear/bear_000000431727.jpg\n","Predição: bear / Classe real: bear/bear_000000453981.jpg\n","Predição: elephant / Classe real: bear/bear_000000461036.jpg\n","Predição: bear / Classe real: bear/bear_000000471450.jpg\n","Predição: bear / Classe real: bear/bear_000000513484.jpg\n","Predição: elephant / Classe real: bear/bear_000000519611.jpg\n","Predição: bear / Classe real: bear/bear_000000519688.jpg\n","Predição: bear / Classe real: bear/bear_000000521231.jpg\n","Predição: cow / Classe real: bear/bear_000000532071.jpg\n","Predição: bear / Classe real: bear/bear_000000547519.jpg\n","Predição: bear / Classe real: bear/bear_000000560266.jpg\n","Predição: bear / Classe real: bear/bear_000000572517.jpg\n","Predição: cow / Classe real: bear/bear_000000573391.jpg\n","Predição: horse / Classe real: bird/bird_000000019042.jpg\n","Predição: sheep / Classe real: bird/bird_000000031322.jpg\n","Predição: cat / Classe real: bird/bird_000000032811.jpg\n","Predição: horse / Classe real: bird/bird_000000049761.jpg\n","Predição: sheep / Classe real: bird/bird_000000055299.jpg\n","Predição: dog / Classe real: bird/bird_000000070774.jpg\n","Predição: bird / Classe real: bird/bird_000000100489.jpg\n","Predição: sheep / Classe real: bird/bird_000000117374.jpg\n","Predição: elephant / Classe real: bird/bird_000000120420.jpg\n","Predição: bear / Classe real: bird/bird_000000122927.jpg\n","Predição: sheep / Classe real: bird/bird_000000126107.jpg\n","Predição: horse / Classe real: bird/bird_000000147498.jpg\n","Predição: sheep / Classe real: bird/bird_000000149622.jpg\n","Predição: sheep / Classe real: bird/bird_000000157847.jpg\n","Predição: dog / Classe real: bird/bird_000000159791.jpg\n","Predição: bear / Classe real: bird/bird_000000186422.jpg\n","Predição: bear / Classe real: bird/bird_000000186938.jpg\n","Predição: sheep / Classe real: bird/bird_000000210032.jpg\n","Predição: giraffe / Classe real: bird/bird_000000222235.jpg\n","Predição: bear / Classe real: bird/bird_000000229997.jpg\n","Predição: bear / Classe real: bird/bird_000000236690.jpg\n","Predição: bear / Classe real: bird/bird_000000264335.jpg\n","Predição: horse / Classe real: bird/bird_000000277051.jpg\n","Predição: dog / Classe real: bird/bird_000000284279.jpg\n","Predição: elephant / Classe real: bird/bird_000000285788.jpg\n","Predição: cow / Classe real: bird/bird_000000289393.jpg\n","Predição: bear / Classe real: bird/bird_000000300155.jpg\n","Predição: cow / Classe real: bird/bird_000000315001.jpg\n","Predição: dog / Classe real: bird/bird_000000330369.jpg\n","Predição: bear / Classe real: bird/bird_000000337987.jpg\n","Predição: sheep / Classe real: bird/bird_000000402519.jpg\n","Predição: bird / Classe real: bird/bird_000000404568.jpg\n","Predição: giraffe / Classe real: bird/bird_000000417876.jpg\n","Predição: sheep / Classe real: bird/bird_000000418959.jpg\n","Predição: sheep / Classe real: bird/bird_000000434247.jpg\n","Predição: giraffe / Classe real: bird/bird_000000475223.jpg\n","Predição: bear / Classe real: bird/bird_000000489046.jpg\n","Predição: dog / Classe real: bird/bird_000000490125.jpg\n","Predição: horse / Classe real: bird/bird_000000494188.jpg\n","Predição: cow / Classe real: bird/bird_000000511076.jpg\n","Predição: dog / Classe real: bird/bird_000000523782.jpg\n","Predição: bird / Classe real: bird/bird_000000523811.jpg\n","Predição: bear / Classe real: bird/bird_000000542776.jpg\n","Predição: sheep / Classe real: bird/bird_000000544811.jpg\n","Predição: bear / Classe real: bird/bird_000000572517.jpg\n","Predição: dog / Classe real: cat/cat_000000047121.jpg\n","Predição: cat / Classe real: cat/cat_000000063552.jpg\n","Predição: elephant / Classe real: cat/cat_000000071226.jpg\n","Predição: dog / Classe real: cat/cat_000000077396.jpg\n","Predição: dog / Classe real: cat/cat_000000078420.jpg\n","Predição: dog / Classe real: cat/cat_000000078426.jpg\n","Predição: elephant / Classe real: cat/cat_000000080949.jpg\n","Predição: bear / Classe real: cat/cat_000000098839.jpg\n","Predição: sheep / Classe real: cat/cat_000000101420.jpg\n","Predição: sheep / Classe real: cat/cat_000000107087.jpg\n","Predição: bear / Classe real: cat/cat_000000116825.jpg\n","Predição: sheep / Classe real: cat/cat_000000119828.jpg\n","Predição: cat / Classe real: cat/cat_000000131131.jpg\n","Predição: bird / Classe real: cat/cat_000000181859.jpg\n","Predição: sheep / Classe real: cat/cat_000000211042.jpg\n","Predição: giraffe / Classe real: cat/cat_000000222235.jpg\n","Predição: cat / Classe real: cat/cat_000000223747.jpg\n","Predição: bear / Classe real: cat/cat_000000245764.jpg\n","Predição: bear / Classe real: cat/cat_000000261706.jpg\n","Predição: horse / Classe real: cat/cat_000000269314.jpg\n","Predição: bear / Classe real: cat/cat_000000277584.jpg\n","Predição: bear / Classe real: cat/cat_000000290843.jpg\n","Predição: sheep / Classe real: cat/cat_000000312340.jpg\n","Predição: bear / Classe real: cat/cat_000000320554.jpg\n","Predição: bird / Classe real: cat/cat_000000327769.jpg\n","Predição: bear / Classe real: cat/cat_000000329319.jpg\n","Predição: giraffe / Classe real: cat/cat_000000343076.jpg\n","Predição: cat / Classe real: cat/cat_000000357941.jpg\n","Predição: dog / Classe real: cat/cat_000000366141.jpg\n","Predição: bear / Classe real: cat/cat_000000401991.jpg\n","Predição: horse / Classe real: cat/cat_000000402473.jpg\n","Predição: dog / Classe real: cat/cat_000000411665.jpg\n","Predição: dog / Classe real: cat/cat_000000416256.jpg\n","Predição: cat / Classe real: cat/cat_000000416330.jpg\n","Predição: dog / Classe real: cat/cat_000000424545.jpg\n","Predição: bear / Classe real: cat/cat_000000435299.jpg\n","Predição: bear / Classe real: cat/cat_000000456292.jpg\n","Predição: sheep / Classe real: cat/cat_000000458255.jpg\n","Predição: cat / Classe real: cat/cat_000000460841.jpg\n","Predição: cat / Classe real: cat/cat_000000469067.jpg\n","Predição: horse / Classe real: cat/cat_000000475732.jpg\n","Predição: dog / Classe real: cat/cat_000000494634.jpg\n","Predição: cat / Classe real: cat/cat_000000519764.jpg\n","Predição: dog / Classe real: cat/cat_000000533536.jpg\n","Predição: dog / Classe real: cat/cat_000000545826.jpg\n","Predição: horse / Classe real: cow/cow_000000014888.jpg\n","Predição: cow / Classe real: cow/cow_000000016010.jpg\n","Predição: sheep / Classe real: cow/cow_000000041635.jpg\n","Predição: cat / Classe real: cow/cow_000000061171.jpg\n","Predição: dog / Classe real: cow/cow_000000114907.jpg\n","Predição: horse / Classe real: cow/cow_000000119038.jpg\n","Predição: elephant / Classe real: cow/cow_000000124636.jpg\n","Predição: bird / Classe real: cow/cow_000000125072.jpg\n","Predição: elephant / Classe real: cow/cow_000000133778.jpg\n","Predição: sheep / Classe real: cow/cow_000000152740.jpg\n","Predição: sheep / Classe real: cow/cow_000000180383.jpg\n","Predição: sheep / Classe real: cow/cow_000000193162.jpg\n","Predição: cow / Classe real: cow/cow_000000222863.jpg\n","Predição: bear / Classe real: cow/cow_000000231580.jpg\n","Predição: cow / Classe real: cow/cow_000000233567.jpg\n","Predição: cow / Classe real: cow/cow_000000240754.jpg\n","Predição: sheep / Classe real: cow/cow_000000244411.jpg\n","Predição: elephant / Classe real: cow/cow_000000247838.jpg\n","Predição: elephant / Classe real: cow/cow_000000267434.jpg\n","Predição: elephant / Classe real: cow/cow_000000276024.jpg\n","Predição: cow / Classe real: cow/cow_000000289393.jpg\n","Predição: sheep / Classe real: cow/cow_000000298697.jpg\n","Predição: cow / Classe real: cow/cow_000000302165.jpg\n","Predição: horse / Classe real: cow/cow_000000311392.jpg\n","Predição: sheep / Classe real: cow/cow_000000314034.jpg\n","Predição: sheep / Classe real: cow/cow_000000329447.jpg\n","Predição: sheep / Classe real: cow/cow_000000332318.jpg\n","Predição: dog / Classe real: cow/cow_000000334555.jpg\n","Predição: sheep / Classe real: cow/cow_000000347664.jpg\n","Predição: cow / Classe real: cow/cow_000000357081.jpg\n","Predição: bear / Classe real: cow/cow_000000377486.jpg\n","Predição: sheep / Classe real: cow/cow_000000387148.jpg\n","Predição: bear / Classe real: cow/cow_000000402992.jpg\n","Predição: bear / Classe real: cow/cow_000000412887.jpg\n","Predição: cow / Classe real: cow/cow_000000415990.jpg\n","Predição: cow / Classe real: cow/cow_000000416837.jpg\n","Predição: bird / Classe real: cow/cow_000000435206.jpg\n","Predição: sheep / Classe real: cow/cow_000000455219.jpg\n","Predição: sheep / Classe real: cow/cow_000000459396.jpg\n","Predição: bear / Classe real: cow/cow_000000512648.jpg\n","Predição: sheep / Classe real: cow/cow_000000518213.jpg\n","Predição: dog / Classe real: cow/cow_000000535094.jpg\n","Predição: elephant / Classe real: cow/cow_000000545958.jpg\n","Predição: cow / Classe real: cow/cow_000000555050.jpg\n","Predição: sheep / Classe real: cow/cow_000000573626.jpg\n","Predição: cat / Classe real: dog/dog_000000061471.jpg\n","Predição: elephant / Classe real: dog/dog_000000071226.jpg\n","Predição: bear / Classe real: dog/dog_000000072813.jpg\n","Predição: elephant / Classe real: dog/dog_000000139872.jpg\n","Predição: bear / Classe real: dog/dog_000000143961.jpg\n","Predição: bear / Classe real: dog/dog_000000149568.jpg\n","Predição: cow / Classe real: dog/dog_000000171611.jpg\n","Predição: sheep / Classe real: dog/dog_000000182805.jpg\n","Predição: bear / Classe real: dog/dog_000000205834.jpg\n","Predição: cat / Classe real: dog/dog_000000222317.jpg\n","Predição: dog / Classe real: dog/dog_000000236592.jpg\n","Predição: cow / Classe real: dog/dog_000000261161.jpg\n","Predição: bear / Classe real: dog/dog_000000267300.jpg\n","Predição: giraffe / Classe real: dog/dog_000000289343.jpg\n","Predição: dog / Classe real: dog/dog_000000295478.jpg\n","Predição: cow / Classe real: dog/dog_000000324158.jpg\n","Predição: dog / Classe real: dog/dog_000000329219.jpg\n","Predição: bear / Classe real: dog/dog_000000355905.jpg\n","Predição: sheep / Classe real: dog/dog_000000357459.jpg\n","Predição: bear / Classe real: dog/dog_000000361571.jpg\n","Predição: sheep / Classe real: dog/dog_000000364636.jpg\n","Predição: sheep / Classe real: dog/dog_000000366611.jpg\n","Predição: bear / Classe real: dog/dog_000000367195.jpg\n","Predição: bear / Classe real: dog/dog_000000371749.jpg\n","Predição: sheep / Classe real: dog/dog_000000372819.jpg\n","Predição: horse / Classe real: dog/dog_000000395801.jpg\n","Predição: bear / Classe real: dog/dog_000000401991.jpg\n","Predição: cat / Classe real: dog/dog_000000404484.jpg\n","Predição: cat / Classe real: dog/dog_000000407083.jpg\n","Predição: bear / Classe real: dog/dog_000000412240.jpg\n","Predição: elephant / Classe real: dog/dog_000000421455.jpg\n","Predição: bear / Classe real: dog/dog_000000427034.jpg\n","Predição: cat / Classe real: dog/dog_000000446522.jpg\n","Predição: elephant / Classe real: dog/dog_000000474164.jpg\n","Predição: cat / Classe real: dog/dog_000000482917.jpg\n","Predição: sheep / Classe real: dog/dog_000000486479.jpg\n","Predição: cow / Classe real: dog/dog_000000489014.jpg\n","Predição: elephant / Classe real: dog/dog_000000498286.jpg\n","Predição: bear / Classe real: dog/dog_000000520301.jpg\n","Predição: sheep / Classe real: dog/dog_000000532530.jpg\n","Predição: dog / Classe real: dog/dog_000000532575.jpg\n","Predição: sheep / Classe real: dog/dog_000000546829.jpg\n","Predição: bear / Classe real: dog/dog_000000554002.jpg\n","Predição: elephant / Classe real: dog/dog_000000554579.jpg\n","Predição: bear / Classe real: dog/dog_000000564280.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000006894.jpg\n","Predição: bear / Classe real: elephant/elephant_000000057027.jpg\n","Predição: cow / Classe real: elephant/elephant_000000058384.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000083113.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000088250.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000094852.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000106757.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000110638.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000126216.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000132796.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000157213.jpg\n","Predição: bear / Classe real: elephant/elephant_000000158945.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000162543.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000166563.jpg\n","Predição: bear / Classe real: elephant/elephant_000000166642.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000166664.jpg\n","Predição: bear / Classe real: elephant/elephant_000000167128.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000170739.jpg\n","Predição: giraffe / Classe real: elephant/elephant_000000173799.jpg\n","Predição: horse / Classe real: elephant/elephant_000000183437.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000245915.jpg\n","Predição: giraffe / Classe real: elephant/elephant_000000259625.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000263860.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000268375.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000270402.jpg\n","Predição: horse / Classe real: elephant/elephant_000000286994.jpg\n","Predição: dog / Classe real: elephant/elephant_000000301061.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000320743.jpg\n","Predição: bear / Classe real: elephant/elephant_000000330790.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000359135.jpg\n","Predição: zebra / Classe real: elephant/elephant_000000379533.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000389316.jpg\n","Predição: cow / Classe real: elephant/elephant_000000414795.jpg\n","Predição: horse / Classe real: elephant/elephant_000000415748.jpg\n","Predição: bear / Classe real: elephant/elephant_000000433374.jpg\n","Predição: bird / Classe real: elephant/elephant_000000435206.jpg\n","Predição: bear / Classe real: elephant/elephant_000000474170.jpg\n","Predição: bear / Classe real: elephant/elephant_000000475779.jpg\n","Predição: sheep / Classe real: elephant/elephant_000000486112.jpg\n","Predição: bear / Classe real: elephant/elephant_000000493284.jpg\n","Predição: bear / Classe real: elephant/elephant_000000519208.jpg\n","Predição: bear / Classe real: elephant/elephant_000000535156.jpg\n","Predição: bear / Classe real: elephant/elephant_000000556765.jpg\n","Predição: elephant / Classe real: elephant/elephant_000000562207.jpg\n","Predição: cow / Classe real: elephant/elephant_000000565989.jpg\n","Predição: dog / Classe real: giraffe/giraffe_000000017031.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000079565.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000104619.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000134689.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000150726.jpg\n","Predição: bird / Classe real: giraffe/giraffe_000000151662.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000153299.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000159977.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000211069.jpg\n","Predição: cat / Classe real: giraffe/giraffe_000000216739.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000217614.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000221281.jpg\n","Predição: dog / Classe real: giraffe/giraffe_000000234526.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000235057.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000261712.jpg\n","Predição: cow / Classe real: giraffe/giraffe_000000284296.jpg\n","Predição: elephant / Classe real: giraffe/giraffe_000000285788.jpg\n","Predição: elephant / Classe real: giraffe/giraffe_000000285894.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000286849.jpg\n","Predição: elephant / Classe real: giraffe/giraffe_000000288882.jpg\n","Predição: cow / Classe real: giraffe/giraffe_000000289393.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000296969.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000299720.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000334521.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000338532.jpg\n","Predição: cow / Classe real: giraffe/giraffe_000000345261.jpg\n","Predição: elephant / Classe real: giraffe/giraffe_000000349302.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000383676.jpg\n","Predição: cow / Classe real: giraffe/giraffe_000000392933.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000393282.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000417876.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000420472.jpg\n","Predição: zebra / Classe real: giraffe/giraffe_000000433243.jpg\n","Predição: zebra / Classe real: giraffe/giraffe_000000445675.jpg\n","Predição: sheep / Classe real: giraffe/giraffe_000000450758.jpg\n","Predição: bird / Classe real: giraffe/giraffe_000000460379.jpg\n","Predição: cat / Classe real: giraffe/giraffe_000000469652.jpg\n","Predição: horse / Classe real: giraffe/giraffe_000000471567.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000475150.jpg\n","Predição: horse / Classe real: giraffe/giraffe_000000480842.jpg\n","Predição: zebra / Classe real: giraffe/giraffe_000000485895.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000486046.jpg\n","Predição: bear / Classe real: giraffe/giraffe_000000498857.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000507042.jpg\n","Predição: giraffe / Classe real: giraffe/giraffe_000000575187.jpg\n","Predição: sheep / Classe real: horse/horse_000000007281.jpg\n","Predição: dog / Classe real: horse/horse_000000015956.jpg\n","Predição: bird / Classe real: horse/horse_000000023126.jpg\n","Predição: cow / Classe real: horse/horse_000000029187.jpg\n","Predição: sheep / Classe real: horse/horse_000000040036.jpg\n","Predição: bear / Classe real: horse/horse_000000045070.jpg\n","Predição: sheep / Classe real: horse/horse_000000049269.jpg\n","Predição: elephant / Classe real: horse/horse_000000051309.jpg\n","Predição: giraffe / Classe real: horse/horse_000000113235.jpg\n","Predição: giraffe / Classe real: horse/horse_000000148999.jpg\n","Predição: sheep / Classe real: horse/horse_000000172547.jpg\n","Predição: dog / Classe real: horse/horse_000000181753.jpg\n","Predição: horse / Classe real: horse/horse_000000185473.jpg\n","Predição: giraffe / Classe real: horse/horse_000000191614.jpg\n","Predição: cow / Classe real: horse/horse_000000199236.jpg\n","Predição: bear / Classe real: horse/horse_000000213547.jpg\n","Predição: horse / Classe real: horse/horse_000000226883.jpg\n","Predição: elephant / Classe real: horse/horse_000000227898.jpg\n","Predição: dog / Classe real: horse/horse_000000229948.jpg\n","Predição: giraffe / Classe real: horse/horse_000000241677.jpg\n","Predição: horse / Classe real: horse/horse_000000242724.jpg\n","Predição: sheep / Classe real: horse/horse_000000260106.jpg\n","Predição: cow / Classe real: horse/horse_000000265816.jpg\n","Predição: elephant / Classe real: horse/horse_000000269932.jpg\n","Predição: elephant / Classe real: horse/horse_000000276024.jpg\n","Predição: sheep / Classe real: horse/horse_000000299609.jpg\n","Predição: sheep / Classe real: horse/horse_000000303653.jpg\n","Predição: cow / Classe real: horse/horse_000000331280.jpg\n","Predição: horse / Classe real: horse/horse_000000335450.jpg\n","Predição: sheep / Classe real: horse/horse_000000348243.jpg\n","Predição: sheep / Classe real: horse/horse_000000356968.jpg\n","Predição: horse / Classe real: horse/horse_000000367680.jpg\n","Predição: elephant / Classe real: horse/horse_000000372307.jpg\n","Predição: giraffe / Classe real: horse/horse_000000381971.jpg\n","Predição: sheep / Classe real: horse/horse_000000384513.jpg\n","Predição: cat / Classe real: horse/horse_000000396863.jpg\n","Predição: sheep / Classe real: horse/horse_000000434247.jpg\n","Predição: sheep / Classe real: horse/horse_000000441442.jpg\n","Predição: elephant / Classe real: horse/horse_000000462904.jpg\n","Predição: cow / Classe real: horse/horse_000000476215.jpg\n","Predição: dog / Classe real: horse/horse_000000507975.jpg\n","Predição: zebra / Classe real: horse/horse_000000546823.jpg\n","Predição: elephant / Classe real: horse/horse_000000547886.jpg\n","Predição: giraffe / Classe real: horse/horse_000000553990.jpg\n","Predição: sheep / Classe real: horse/horse_000000576052.jpg\n","Predição: bear / Classe real: sheep/sheep_000000012062.jpg\n","Predição: bear / Classe real: sheep/sheep_000000022589.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000023937.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000044699.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000066561.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000094871.jpg\n","Predição: cow / Classe real: sheep/sheep_000000140583.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000154947.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000156071.jpg\n","Predição: horse / Classe real: sheep/sheep_000000181666.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000193162.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000198960.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000209613.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000212559.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000225184.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000230166.jpg\n","Predição: elephant / Classe real: sheep/sheep_000000263966.jpg\n","Predição: bear / Classe real: sheep/sheep_000000269196.jpg\n","Predição: bear / Classe real: sheep/sheep_000000278353.jpg\n","Predição: cow / Classe real: sheep/sheep_000000288685.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000290592.jpg\n","Predição: bear / Classe real: sheep/sheep_000000295231.jpg\n","Predição: dog / Classe real: sheep/sheep_000000338304.jpg\n","Predição: cow / Classe real: sheep/sheep_000000340272.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000360325.jpg\n","Predição: bird / Classe real: sheep/sheep_000000364322.jpg\n","Predição: giraffe / Classe real: sheep/sheep_000000369442.jpg\n","Predição: horse / Classe real: sheep/sheep_000000375763.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000389566.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000395388.jpg\n","Predição: cow / Classe real: sheep/sheep_000000397639.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000410428.jpg\n","Predição: bear / Classe real: sheep/sheep_000000428562.jpg\n","Predição: bird / Classe real: sheep/sheep_000000435206.jpg\n","Predição: bear / Classe real: sheep/sheep_000000458755.jpg\n","Predição: bear / Classe real: sheep/sheep_000000459437.jpg\n","Predição: bear / Classe real: sheep/sheep_000000467776.jpg\n","Predição: cow / Classe real: sheep/sheep_000000474881.jpg\n","Predição: bear / Classe real: sheep/sheep_000000484893.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000528524.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000535578.jpg\n","Predição: horse / Classe real: sheep/sheep_000000546556.jpg\n","Predição: dog / Classe real: sheep/sheep_000000547383.jpg\n","Predição: giraffe / Classe real: sheep/sheep_000000548267.jpg\n","Predição: sheep / Classe real: sheep/sheep_000000552612.jpg\n","Predição: cow / Classe real: zebra/zebra_000000016010.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000017115.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000020059.jpg\n","Predição: giraffe / Classe real: zebra/zebra_000000025096.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000025139.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000031269.jpg\n","Predição: horse / Classe real: zebra/zebra_000000049761.jpg\n","Predição: sheep / Classe real: zebra/zebra_000000052462.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000070158.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000091921.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000093965.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000104455.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000110211.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000113354.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000122969.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000124975.jpg\n","Predição: sheep / Classe real: zebra/zebra_000000129054.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000159311.jpg\n","Predição: sheep / Classe real: zebra/zebra_000000159977.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000185409.jpg\n","Predição: sheep / Classe real: zebra/zebra_000000215245.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000236730.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000290833.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000291861.jpg\n","Predição: giraffe / Classe real: zebra/zebra_000000298251.jpg\n","Predição: elephant / Classe real: zebra/zebra_000000305695.jpg\n","Predição: sheep / Classe real: zebra/zebra_000000311295.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000317024.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000320632.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000325306.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000364166.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000377497.jpg\n","Predição: elephant / Classe real: zebra/zebra_000000378453.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000379533.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000433243.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000454750.jpg\n","Predição: giraffe / Classe real: zebra/zebra_000000486046.jpg\n","Predição: giraffe / Classe real: zebra/zebra_000000491613.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000504439.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000508586.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000509656.jpg\n","Predição: sheep / Classe real: zebra/zebra_000000516316.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000546011.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000562443.jpg\n","Predição: zebra / Classe real: zebra/zebra_000000577149.jpg\n","Acurácia para a classe bear = 0.6444444444444445\n","F1-Score para a classe bear = 0.7837837837837839\n","TP =  29\n","FP =  0\n","TN =  0\n","FN =  16\n","Acurácia para a classe bird = 0.06666666666666667\n","F1-Score para a classe bird = 0.125\n","TP =  3\n","FP =  0\n","TN =  0\n","FN =  42\n","Acurácia para a classe cat = 0.17777777777777778\n","F1-Score para a classe cat = 0.3018867924528302\n","TP =  8\n","FP =  0\n","TN =  0\n","FN =  37\n","Acurácia para a classe cow = 0.2222222222222222\n","F1-Score para a classe cow = 0.3636363636363636\n","TP =  10\n","FP =  0\n","TN =  0\n","FN =  35\n","Acurácia para a classe dog = 0.08888888888888889\n","F1-Score para a classe dog = 0.163265306122449\n","TP =  4\n","FP =  0\n","TN =  0\n","FN =  41\n","Acurácia para a classe elephant = 0.28888888888888886\n","F1-Score para a classe elephant = 0.4482758620689655\n","TP =  13\n","FP =  0\n","TN =  0\n","FN =  32\n","Acurácia para a classe giraffe = 0.24444444444444444\n","F1-Score para a classe giraffe = 0.39285714285714285\n","TP =  11\n","FP =  0\n","TN =  0\n","FN =  34\n","Acurácia para a classe horse = 0.1111111111111111\n","F1-Score para a classe horse = 0.19999999999999998\n","TP =  5\n","FP =  0\n","TN =  0\n","FN =  40\n","Acurácia para a classe sheep = 0.4444444444444444\n","F1-Score para a classe sheep = 0.6153846153846153\n","TP =  20\n","FP =  0\n","TN =  0\n","FN =  25\n","Acurácia para a classe zebra = 0.6888888888888889\n","F1-Score para a classe zebra = 0.8157894736842105\n","TP =  31\n","FP =  0\n","TN =  0\n","FN =  14\n","[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n","[1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1]\n","Acurácia para a classe GERAL = 0.29777777777777775\n","F1-Score para a classe GERAL = 0.4589041095890411\n"]}]}]}