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Include mobilenet series (v1,v2,v3...) and yolo series (yolov3,yolov4,...)

Mobilenet-YOLO-Pytorch

result

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

  1. Download dataset VOCdevkit/ , if already have , please skip this step
sh scripts/VOC2007.sh
sh scripts/VOC2012.sh
  1. Create lmdb
 sh scripts/create.sh 
  1. 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

Acknowledgements

AlexeyAB

diggerdu

BobLiu20

bubbliiiing

aleju

rmccorm4

hysts

utkuozbulak