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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