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PointRend: Image Segmentation As Rendering

Reference

Alexander Kirillov, Yuxin Wu, Kaiming He, Ross Girshick. "PointRend: Image Segmentation As Rendering." In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 9799-9808. 2020.

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
PointRend ResNet50_vd 1024x512 80000 76.54% 76.84% 77.45% model | log | vdl

Pascal VOC 2012 + Aug

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
PointRend ResNet50_vd 512x512 40000 72.82% 73.53% 74.62% model | log | vdl
PointRend ResNet101_vd 512x512 40000 74.09% 74.7% 74.85% model | log | vdl