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 |