ginet

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