Releases: zhreshold/mxnet-ssd
Releases · zhreshold/mxnet-ssd
Experimental 0.7 alpha
- Updated mxnet to 0.12.0rc1
- Include pretrained mobilenet models
Released models:
- mobilenet-608: mAP ~74.7, ~0.56s/frame on cpu
- mobilenet-512: mAP ~72.5, ~0.39s/frame on cpu
- resnet50-512: mAP ~79.1, ~1.0s/frame on cpu
Tested on i7-5557U CPU @ 3.10GHz, apple blas
Release v0.6
- Improved symbol composing, you can easily create own network based on popular classification networks.
- Optimized for multi-gpu performances.
- New models provided.
Release v0.5-beta
Release Note
Now with new iterator for faster training, together with multiple modifications to improve mAP from 72% to 78% for SSD-300 model, and 74% to 79%+ for 512 models.
Trained models:
Model | Training data | Test data | mAP |
---|---|---|---|
VGG16_reduced 300x300 | VOC07+12 trainval | VOC07 test | 77.8 |
VGG16_reduced 512x512 | VOC07+12 trainval | VOC07 test | 79.9 |
Models for official MXNet
For official mxnet/example/ssd(apache/mxnet@17b6aac), do not use for this repo!
- Pretrained detection model:
ssd_300_vgg16_reduced_voc0712_trainval.zip
with 71.5% mAP on PASCAL VOC 2007
Release-v0.2-beta
First usable release before rewriting structures
Provided models:
- Pretrained classification model:
vgg16_reduced.zip
- Pretrained detection model:
ssd_300_voc0712.zip
with 71.5% mAP on PASCAL VOC 2007