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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