ann

Asymmetric Non-local Neural Networks for Semantic Segmentation

Reference

Zhu, Zhen, Mengde Xu, Song Bai, Tengteng Huang, and Xiang Bai. "Asymmetric non-local neural networks for semantic segmentation." In Proceedings of the IEEE International Conference on Computer Vision, pp. 593-602. 2019.

Performance

Cityscapes

Model	Backbone	Resolution	Training Iters	mIoU	mIoU (flip)	mIoU (ms+flip)	Links
ANN	ResNet50_OS8	1024x512	80000	79.09%	79.31%	79.90%	model | log | vdl
ANN	ResNet101_OS8	1024x512	80000	80.61%	80.98%	81.50%	model | log | vdl

Pascal VOC 2012 + Aug

Model	Backbone	Resolution	Training Iters	mIoU	mIoU (flip)	mIoU (ms+flip)	Links
ANN	ResNet50_OS8	512x512	40000	80.82%	81.10%	81.67%	model | log | vdl
ANN	ResNet101_OS8	512x512	40000	79.62%	79.84%	80.33%	model | log | vdl