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dnlnet

Disentangled Non-Local Neural Networks

Reference

Minghao Yin, Zhuliang Yao, Yue Cao, Xiu Li, Zheng Zhang, Stephen Lin, Han Hu: Disentangled Non-local Neural Networks. ECCV (15) 2020: 191-207.

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
DNLNet ResNet50_OS8 1024x512 80000 79.95% 80.43% - model | log | vdl
DNLNet ResNet101_OS8 1024x512 80000 81.03% 81.38% - model | log | vdl

Pascal VOC 2012 + Aug

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
DNLNet ResNet50_OS8 512x512 40000 80.89% 81.31% 81.78% model | log | vdl
DNLNet ResNet101_OS8 512x512 40000 80.49% 80.83% 81.47% model | log | vdl