History

Junjun2016 18bbad97f8 Fix random behavior of update_model_index in pre-commit hook (#784 )		2021-08-15 23:33:08 +08:00
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README.md	comment tag (#505 )	2021-04-24 09:58:59 -07:00
point_rend.yml	Fix random behavior of update_model_index in pre-commit hook (#784 )	2021-08-15 23:33:08 +08:00
pointrend_r50_512x512_160k_ade20k.py	[Feature] Support PointRend (#109 )	2020-09-07 19:59:44 +08:00
pointrend_r50_512x1024_80k_cityscapes.py	[Feature] Support PointRend (#109 )	2020-09-07 19:59:44 +08:00
pointrend_r101_512x512_160k_ade20k.py	[Feature] Support PointRend (#109 )	2020-09-07 19:59:44 +08:00
pointrend_r101_512x1024_80k_cityscapes.py	[Feature] Support PointRend (#109 )	2020-09-07 19:59:44 +08:00

README.md

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