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YOLOV3's pytorch edition with many Tricks embedded

Adding my new modules on Darknet has a lot of trouble to do,then i implement a full-edition yolov3 with many tricks on Pytorch

详尽的中文注释!

Figure


Performance

mAP Car Person bike
Official Baseline 74.3% 85.6% 79.4% 58.0%
Ours 77.0% 89.2% 80.1% 61.9%

TODO

  • Focal loss
  • GIOU loss
  • CIOU loss
  • Smooth L1 loss
  • Soft NMS
  • And NMS
  • Merge NMS
  • PANet
  • Mosaic
  • CutOut
  • CutMix
  • RandomFlip
  • Mish

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