mxnet-ssd
MXNet port of SSD: Single Shot MultiBox Object Detector. Reimplementation of https://github.com/weiliu89/caffe/tree/ssd
MIT License
Stars
764
Ecosystems:
Python
- 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
mxnet-ssd
- Release v0.6
Published by zhreshold over 7 years ago
- Improved symbol composing, you can easily create own network based on popular classification networks.
- Optimized for multi-gpu performances.
- New models provided.
mxnet-ssd
- Release v0.5-beta
Published by zhreshold over 7 years ago
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 |
mxnet-ssd
- Models for official MXNet
Published by zhreshold over 7 years ago
For official mxnet/example/ssd(https://github.com/dmlc/mxnet/commit/17b6aac0d7656b44764b75b12c22074ed81038b3), do not use for this repo!
- Pretrained detection model:
ssd_300_vgg16_reduced_voc0712_trainval.zipwith 71.5% mAP on PASCAL VOC 2007
mxnet-ssd
- Release-v0.2-beta
Published by zhreshold almost 8 years ago
First usable release before rewriting structures
Provided models:
- Pretrained classification model:
vgg16_reduced.zip - Pretrained detection model:
ssd_300_voc0712.zipwith 71.5% mAP on PASCAL VOC 2007