point_rend

PointRend: Image Segmentation as Rendering

Introduction

@misc{alex2019pointrend,
    title={PointRend: Image Segmentation as Rendering},
    author={Alexander Kirillov and Yuxin Wu and Kaiming He and Ross Girshick},
    year={2019},
    eprint={1912.08193},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

Results and models

Cityscapes

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

ADE20K

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