point_rend

PointRend: Image Segmentation as Rendering

Introduction

@inproceedings{kirillov2020pointrend,
  title={Pointrend: Image segmentation as rendering},
  author={Kirillov, Alexander and Wu, Yuxin and He, Kaiming and Girshick, Ross},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={9799--9808},
  year={2020}
}

Results and models

Cityscapes

Method	Backbone	Crop Size	Lr schd	Mem (GB)	Inf time (fps)	mIoU	mIoU(ms+flip)	config	download
PointRend	R-50	512x1024	80000	3.1	8.48	76.47	78.13	config	model | log
PointRend	R-101	512x1024	80000	4.2	7.00	78.30	79.97	config	model | log

ADE20K

Method	Backbone	Crop Size	Lr schd	Mem (GB)	Inf time (fps)	mIoU	mIoU(ms+flip)	config	download
PointRend	R-50	512x512	160000	5.1	17.31	37.64	39.17	config	model | log
PointRend	R-101	512x512	160000	6.1	15.50	40.02	41.60	config	model | log