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 |