fcn

Deep High-Resolution Representation Learning for Visual Recognition

Reference

Wang J, Sun K, Cheng T, et al. Deep high-resolution representation learning for visual recognition[J]. IEEE transactions on pattern analysis and machine intelligence, 2020.

Performance

Cityscapes

Model	Backbone	Resolution	Training Iters	mIoU	mIoU (flip)	mIoU (ms+flip)	Links
FCN	HRNet_W18	1024x512	80000	78.97%	79.49%	79.74%	model | log | vdl
FCN	HRNet_W48	1024x512	80000	80.70%	81.24%	81.56%	model | log | vdl

Pascal VOC 2012 + Aug

Model	Backbone	Resolution	Training Iters	mIoU	mIoU (flip)	mIoU (ms+flip)	Links
FCN	HRNet_W18	512x512	40000	75.39%	76.04%	77.09%	model | log | vdl
FCN	HRNet_W48	512x512	40000	78.72%	79.52%	80.10%	model | log | vdl