person_monitor/dependence/PaddleDetection/static/configs/iou_loss

Improvements of IOU loss

Introduction

• Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression: https://arxiv.org/abs/1902.09630

  @article{DBLP:journals/corr/abs-1902-09630,
  author    = {Seyed Hamid Rezatofighi and
             Nathan Tsoi and
             JunYoung Gwak and
             Amir Sadeghian and
             Ian D. Reid and
             Silvio Savarese},
  title     = {Generalized Intersection over Union: {A} Metric and {A} Loss for Bounding
             Box Regression},
  journal   = {CoRR},
  volume    = {abs/1902.09630},
  year      = {2019},
  url       = {http://arxiv.org/abs/1902.09630},
  archivePrefix = {arXiv},
  eprint    = {1902.09630},
  timestamp = {Tue, 21 May 2019 18:03:36 +0200},
  biburl    = {https://dblp.org/rec/bib/journals/corr/abs-1902-09630},
  bibsource = {dblp computer science bibliography, https://dblp.org}
  }
  

• Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression: https://arxiv.org/abs/1911.08287

  @article{Zheng2019DistanceIoULF,
  title={Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression},
  author={Zhaohui Zheng and Ping Wang and Wei Liu and Jinze Li and Rongguang Ye and Dongwei Ren},
  journal={ArXiv},
  year={2019},
  volume={abs/1911.08287}
  }
  

Model Zoo

Backbone	Type	Loss Type	Loss Weight	Image/gpu	Lr schd	Inf time (fps)	Box AP	Mask AP	Download	Configs
ResNet50-vd-FPN	Faster	GIOU	10	2	1x	22.94	39.4	-	model	config
ResNet50-vd-FPN	Faster	DIOU	12	2	1x	22.94	39.2	-	model	config
ResNet50-vd-FPN	Faster	CIOU	12	2	1x	22.95	39.6	-	model	config