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GCNet: Non-local networks meet squeeze-excitation networks and beyond

Reference

Cao, Yue, Jiarui Xu, Stephen Lin, Fangyun Wei, and Han Hu. "GCNet: Non-local networks meet squeeze-excitation networks and beyond." In Proceedings of the IEEE International Conference on Computer Vision Workshops, pp. 0-0. 2019.

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
GCNet ResNet50_OS8 1024x512 80000 79.50% 79.77% 80.16% model | log | vdl
GCNet ResNet101_OS8 1024x512 80000 81.01% 81.30% 81.85% model | log | vdl

Pascal VOC 2012 + Aug

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
GCNet ResNet50_OS8 512x512 40000 80.32% 80.39% 80.94% model | log | vdl
GCNet ResNet101_OS8 512x512 40000 79.64% 79.59% 80.25% model | log | vdl