diff --git a/docs/cli.md b/docs/cli.md new file mode 100644 index 0000000..d9e7067 --- /dev/null +++ b/docs/cli.md @@ -0,0 +1 @@ +::: geococo.cli diff --git a/docs/fiftyone.md b/docs/fiftyone.md new file mode 100644 index 0000000..10899ec --- /dev/null +++ b/docs/fiftyone.md @@ -0,0 +1 @@ +## To be continued \ No newline at end of file diff --git a/docs/img/android-chrome-192x192.png b/docs/img/android-chrome-192x192.png new file mode 100644 index 0000000..8567ac5 Binary files /dev/null and b/docs/img/android-chrome-192x192.png differ diff --git a/docs/img/android-chrome-512x512.png b/docs/img/android-chrome-512x512.png new file mode 100644 index 0000000..6f0d2bb Binary files /dev/null and b/docs/img/android-chrome-512x512.png differ diff --git a/docs/img/apple-touch-icon.png b/docs/img/apple-touch-icon.png new file mode 100644 index 0000000..d4b9862 Binary files /dev/null and b/docs/img/apple-touch-icon.png differ diff --git a/docs/img/favicon-16x16.png b/docs/img/favicon-16x16.png new file mode 100644 index 0000000..5811fc6 Binary files /dev/null and b/docs/img/favicon-16x16.png differ diff --git a/docs/img/favicon-32x32.png b/docs/img/favicon-32x32.png new file mode 100644 index 0000000..56853c9 Binary files /dev/null and b/docs/img/favicon-32x32.png differ diff --git a/docs/img/favicon.ico b/docs/img/favicon.ico new file mode 100644 index 0000000..83e8d71 Binary files /dev/null and b/docs/img/favicon.ico differ diff --git a/docs/img/site.webmanifest b/docs/img/site.webmanifest new file mode 100644 index 0000000..45dc8a2 --- /dev/null +++ b/docs/img/site.webmanifest @@ -0,0 +1 @@ +{"name":"","short_name":"","icons":[{"src":"/android-chrome-192x192.png","sizes":"192x192","type":"image/png"},{"src":"/android-chrome-512x512.png","sizes":"512x512","type":"image/png"}],"theme_color":"#ffffff","background_color":"#ffffff","display":"standalone"} \ No newline at end of file diff --git a/docs/img/splash.png b/docs/img/splash.png new file mode 100644 index 0000000..b3c161c Binary files /dev/null and b/docs/img/splash.png differ diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..1e593f4 --- /dev/null +++ b/docs/index.md @@ -0,0 +1,175 @@ +# Welcome to geococo's documentation! +![geococo logo](https://github.com/jaspersiebring/GeoCOCO/assets/25051531/b2a2db16-1400-4c43-b044-a924a378ef84) + +Easily transform your GIS annotations into [Microsoft's Common Objects In Context (COCO)](https://cocodataset.org/#format-data) datasets with GeoCOCO. This tool allows users to leverage the advanced digitizing solutions of modern GIS software for the annotations of image objects in geographic imagery. + +Built with `Pydantic` and `pycocotools`, it features a complete implementation of the COCO standard for object detection with out-of-the-box support for JSON-encoding and RLE compression. The resulting datasets are versioned, easily extendable with new annotations and fully compatible with other data applications that accept the COCO format. + +## Key features +- User-friendly: GeoCOCO is designed for ease of use, requiring minimal configuration and domain knowledge +- Version Control: Datasets created with GeoCOCO are versioned and designed for expansion with future annotations +- Command-line Tool: Use GeoCOCO from your terminal to create, append and copy COCO datasets +- Python Module: Integrate GeoCOCO in your own data applications with the `geococo` package +- Representation: GeoCOCO maximizes label representation through an adaptive moving window approach +- COCO Standard: Output datasets are fully compatible with other COCO-accepting applications +- Compact File Size: JSON-encoding and RLE compression are employed to ensure compact file sizes + +## Installation +Installing from the Python Package Index (PyPI): +```` +# Install from PYPI with Python's package installer (pip) +pip install geococo +```` + +## Example of usage + +After installing `geococo`, there are a number of ways you can interact with its API. + +#### Command line interface + The easiest way to use `geococo` is to simply call it from your preferred terminal with one of three commands: `new`, `add` and `copy`. + +```` +$ geococo --help +Usage: geococo [OPTIONS] COMMAND [ARGS]... + + Transform your GIS annotations into COCO datasets. + +Options: + --help Show this message and exit. + +Commands: + add Transform and add GIS annotations to an existing CocoDataset + copy Copy and (optionally) update the metadata of an existing CocoDataset + new Initialize a new CocoDataset with user-prompted metadata +```` + +Starting a new CocoDataset (will prompt user for metadata like Description and Contributor) + +```` +$ geococo new dataset.json +```` + +Adding new annotations to existing CocoDataset (will increment version based on input data and update any new categories/images) +```` +$ geococo add image.tif labels.shp dataset.json images/ 512 512 --id-attribute ids +```` + +For more information on the different commands, call `geococo COMMAND` with `--help`. +```` +$ geococo add --help +Usage: geococo add [OPTIONS] IMAGE_PATH LABELS_PATH JSON_PATH OUTPUT_DIR WIDTH + HEIGHT + + Transform and add GIS annotations to an existing COCO dataset. + + This method generates a COCO dataset by moving across the given image + (image_path) with a moving window (width, height), constantly checking for + intersecting annotations (labels_path) that represent image objects in said + image (e.g. buildings in satellite imagery; denoted by (super)category name + and/or id). Each valid intersection will add n Annotations entries to the + dataset (json_path) and save a subset of the input image that contained + these entries (output_dir). + + The output data size depends on your input labels, as the moving window + adjusts its step size to accommodate the average annotation size, optimizing + dataset representation and minimizing tool configuration. Each addition will + also increment the dataset version: patch if using the same image_path, + minor if using a new image_path, and major if using a new output_dir. + +Arguments: + IMAGE_PATH Path to geospatial image containing image objects [required] + LABELS_PATH Path to vector file containing annotated image objects + [required] + JSON_PATH Path to json file containing the COCO dataset [required] + OUTPUT_DIR Path to output directory for image subsets [required] + WIDTH Width of image subsets [required] + HEIGHT Height of image subsets [required] + +Options: + --id-attribute TEXT Name of column containing category_id values + (optional if --name_attribute is given) + --name-attribute TEXT Name of column containing category_name values + (optional if --id_attribute is given) + --super-attribute TEXT Name of column containing supercategory values + --help Show this message and exit. +```` + + +#### Python module +This is recommended for most developers as it gives you more granular control over the various steps. It does assume a basic familiarity with the `geopandas` and `rasterio` packages (i.e. GIS modules that help you manage vector and raster data respectively). + +```` +import pathlib +import geopandas as gpd +import rasterio +from geococo import create_dataset, load_dataset, save_dataset, append_dataset + +# Replace this with your preferred output paths +data_path = pathlib.Path("path/to/your/coco/output/images") +json_path = pathlib.Path("path/to/your/coco/json/file") + +# Dimensions of the moving window and output images +width, height = 512, 512 + +# Starting a new CocoDataset +description = "My First Dataset" +contributor = "User" + +# version and date_created are automatically set +dataset = create_dataset(description=description, contributor=contributor) +# You can also load existing COCO datasets +# dataset = load_dataset(json_path=json_path) + +# Loading GIS data with rasterio and geopandas +labels = gpd.read_file(some_labels_path) +raster_source = rasterio.open(some_image_path) + +# (Optional) Apply any spatial or attribute queries here +# labels = labels.loc[labels["ids"].isin([1, 2, 3])] +# labels = labels.loc[labels.within(some_polygon)] + +# Find and save all Annotation instances +dataset = append_dataset( + dataset=dataset, + images_dir=data_path, + src=raster_source, + labels=labels, + window_bounds=[(width, height)], + id_attribute=None, # column with category_id values + name_attribute="ids", # column with category_name values + super_attribute=None, # optional column with super_category values +) + +# Encode CocoDataset instance as JSON and save to json_path +save_dataset(dataset=dataset, json_path=json_path) +```` + +## Visualization with FiftyOne +Like the official COCO project, the open source tool [FiftyOne](https://docs.voxel51.com/) can be used to visualize and evaluate your datasets. To do this, you'll need the `fiftyone` and `pycocotools` packages. Note that `geococo` does not install `fiftyone` by default, so you'll need to install it separately (instructions for installation can be found [here](https://docs.voxel51.com/getting_started/install.html)). Once you have `fiftyone` installed, you can use the following command to inspect your COCO dataset in your web browser. + +```` +# requires pycocotools and fiftyone +import fiftyone as fo +import fiftyone.zoo as foz +import pathlib + +data_path = pathlib.Path("path/to/your/coco/output/images") +json_path = pathlib.Path("path/to/your/coco/json/file") + +# Load COCO formatted dataset +coco_dataset = fo.Dataset.from_dir( + dataset_type=fo.types.COCODetectionDataset, + data_path=data_path, + labels_path=json_path, + include_id=True, +) + +# Launch the app +session = fo.launch_app(coco_dataset, port=5151) +```` + +

+ + +

+ diff --git a/docs/leafmap.md b/docs/leafmap.md new file mode 100644 index 0000000..10899ec --- /dev/null +++ b/docs/leafmap.md @@ -0,0 +1 @@ +## To be continued \ No newline at end of file diff --git a/docs/models.md b/docs/models.md new file mode 100644 index 0000000..ba0ca82 --- /dev/null +++ b/docs/models.md @@ -0,0 +1,13 @@ +::: geococo.coco_models + options: + members: + - Info + - Image + - Annotation + - Category + - RleDict + - Source + - CocoDataset + show_root_heading: false + merge_init_into_class: false + show_if_no_docstring: false \ No newline at end of file diff --git a/docs/processing.md b/docs/processing.md new file mode 100644 index 0000000..17a40c4 --- /dev/null +++ b/docs/processing.md @@ -0,0 +1,16 @@ +::: geococo.coco_manager + options: + members: + - create_dataset + - load_dataset + - save_dataset + show_root_heading: false + + +::: geococo.coco_processing + options: + members: + - append_dataset + show_root_heading: false + + diff --git a/docs/utils.md b/docs/utils.md new file mode 100644 index 0000000..3454d2d --- /dev/null +++ b/docs/utils.md @@ -0,0 +1 @@ +::: geococo.utils diff --git a/geococo/coco_models.py b/geococo/coco_models.py index 874a993..f178dab 100644 --- a/geococo/coco_models.py +++ b/geococo/coco_models.py @@ -124,8 +124,8 @@ def add_categories( category_ids = new_members # iteratively instancing and appending Category from set ids, names and supers - cip = zip(category_ids, category_names, super_names) - for cid, name, super in cip: + category_info = zip(category_ids, category_names, super_names) + for cid, name, super in category_info: category = Category(id=cid, name=name, supercategory=super) self.categories.append(category) diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 0000000..96f9eca --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,61 @@ +site_name: "GeoCOCO: Transform your GIS annotations into COCO datasets" +site_description: Transform your GIS annotations into COCO datasets +site_url: https://jaspersiebring.github.io/geococo/ +repo_url: https://github.com/jaspersiebring/geococo +repo_name: jaspersiebring/geococo + +nav: +- Quickstart: index.md +- API Documentation: + - COCO Models: models.md + - COCO Processing: processing.md + - Typer CLI: cli.md + - Utilities: utils.md +- References: + - License: https://github.com/jaspersiebring/GeoCOCO/blob/main/LICENSE + +theme: + name: material + favicon: img/favicon.ico + logo: img/favicon.ico + palette: + - media: "(prefers-color-scheme: light)" + scheme: default + primary: light green + accent: light green + toggle: + icon: material/lightbulb-outline + name: "Switch to dark mode" + - media: "(prefers-color-scheme: dark)" + scheme: slate + primary: light green + accent: light green + toggle: + icon: material/lightbulb + name: "Switch to light mode" + highlightjs: true + locale: en + features: + - content.code.annotate + - content.code.copy + - navigation.instant + - navigation.tracking + - navigation.sections + - navigation.top + - navigation.indexes + - toc.follow + +plugins: + - search + - mkdocstrings: + default_handler: python + handlers: + python: + import: + - url: https://docs.python-requests.org/en/master/objects.inv + domains: [std, py] + options: + docstring_style: sphinx + docstring_section_style: table + summary: true + separate_signature: true diff --git a/poetry.lock b/poetry.lock index efe75ab..0d94561 100644 --- a/poetry.lock +++ b/poetry.lock @@ -33,6 +33,20 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib- tests = ["attrs[tests-no-zope]", "zope-interface"] tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +[[package]] +name = "babel" +version = "2.12.1" +description = "Internationalization utilities" +optional = false +python-versions = ">=3.7" +files = [ + {file = "Babel-2.12.1-py3-none-any.whl", hash = "sha256:b4246fb7677d3b98f501a39d43396d3cafdc8eadb045f4a31be01863f655c610"}, + {file = "Babel-2.12.1.tar.gz", hash = "sha256:cc2d99999cd01d44420ae725a21c9e3711b3aadc7976d6147f622d8581963455"}, +] + +[package.dependencies] +pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""} + [[package]] name = "black" version = "23.9.1" @@ -592,6 +606,48 @@ pandas = ">=1.1.0" pyproj = ">=3.0.1" shapely = ">=1.7.1" +[[package]] +name = "ghp-import" +version = "2.1.0" +description = "Copy your docs directly to the gh-pages branch." +optional = false +python-versions = "*" +files = [ + {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"}, + {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"}, +] + +[package.dependencies] +python-dateutil = ">=2.8.1" + +[package.extras] +dev = ["flake8", "markdown", "twine", "wheel"] + +[[package]] +name = "griffe" +version = "0.36.2" +description = "Signatures for entire Python programs. 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