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GINet: Graph Interaction Network for Scene Parsing

Reference

Wu, Tianyi, Yu Lu, Yu Zhu, Chuang Zhang, Ming Wu, Zhanyu Ma, and Guodong Guo. "GINet: Graph interaction network for scene parsing." In European Conference on Computer Vision, pp. 34-51. Springer, Cham, 2020.

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
GINet ResNet50_OS8 1024x512 80000 78.66% 79.07% 79.2% model | log | vdl
GINet ResNet101_OS8 1024x512 80000 78.4% 78.72% 78.99% model | log | vdl

Pascal VOC 2012 + Aug

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
GINet ResNet50_OS8 512x512 40000 81.97% 82.02% 81.65% model | log | vdl
GINet ResNet101_OS8 512x512 40000 79.79% 79.99% 80.6% model | log | vdl

ADE20K

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
GINet ResNet50_OS8 520x520 150000 43.45% 43.98% 43.80% model | log | vdl
GINet ResNet101_OS8 520x520 150000 45.79% 45.94% 46.18% model | log | vdl