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U-HRNet: Delving into Improving Semantic Representation of High Resolution Network for Dense Prediction

Reference

Jian Wang, Xiang Long, Guowei Chen, Zewu Wu, Zeyu Chen, Errui Ding et al. "U-HRNet: Delving into Improving Semantic Representation of High Resolution Network for Dense Prediction" arXiv preprint arXiv:2210.07140 (2022).

Performance

Cityscapes

Model Backbone Resolution Training Iters mIoU mIoU (flip) mIoU (ms+flip) Links
FCN UHRNet_W18_small 1024x512 80000 77.66% 78.26% 78.79% model | log | vdl
FCN UHRNet_W18_small 1024x512 120000 78.39% 79.09% 79.35% model | log | vdl
FCN UHRNet_W48 1024x512 80000 81.28% 81.76% 81.91% model | log | vdl
FCN UHRNet_W48 1024x512 120000 81.91% 82.39% 82.71% model | log | vdl