Mobilenet-YOLO-Pytorch
Mobilenet-YOLO-Pytorch copied to clipboard
Include mobilenet series (v1,v2,v3...) and yolo series (yolov3,yolov4,...)
Mobilenet-YOLO-Pytorch
Model
A pytorch implementation of MobileNet-YOLO detection network , train on 07+12 , test on VOC2007 (imagenet pretrained , not coco)
Network | mAP | Resolution | download |
---|---|---|---|
MobileNetV2 | 72.1 | 352 | checkpoint |
Training steps
- Download dataset VOCdevkit/ , if already have , please skip this step
sh scripts/VOC2007.sh
sh scripts/VOC2012.sh
- Create lmdb
sh scripts/create.sh
- Start training
sh scripts/train.sh
yolov3 training
see branch
Hyper parameter optimization
nnictl create --config config.yml
Demo
Download checkpoint, and save at $Mobilenet-YOLO-Pytorch/checkpoints/bdd100k/model_best.pth.tar
sh scripts/inference.sh
Under construction
- [ ] A new detector
- [x] yolov4
- [x] Multi-Task
- [x] Hyper Parameter Tuning
- [ ] Pruning
- [x] Porting KL720