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emanet

Expectation-Maximization Attention Networks for Semantic Segmentation

Reference

Xia Li, Zhisheng Zhong, Jianlong Wu, Yibo Yang, Zhouchen Lin, Hong Liu: Expectation-Maximization Attention Networks for Semantic Segmentation. ICCV 2019: 9166-9175.

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
EMANet ResNet50_OS8 1024x512 80000 79.05% 79.34% 80.82% model | log | vdl
EMANet ResNet101_OS8 1024x512 80000 80.00% 80.23% 80.76% model | log | vdl

Pascal VOC 2012 + Aug

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
EMANet ResNet50_OS8 512x512 40000 78.60% 78.90% 79.55% model | log | vdl
EMANet ResNet101_OS8 512x512 40000 79.47% 79.97% 80.51% model | log | vdl