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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