Fully Convolutional Networks for Semantic Segmentation

pytorch 0.2.0
visdom

Result

原图标签预测

训练过程

使用 SBD(Semantic Boundaries Dataset)训练集，验证集是PASCAL VOC 2012

fcn8 3epoch 时
Accuracy: 88.5370091544
Accuracy Class: 68.73723663
Mean IU: 55.1793869933
FWAV Accuracy: 80.5496839107

fcn8 9epoch 时
Accuracy: 91.3853625064
Accuracy Class: 76.9016720714
Mean IU: 64.6996659807
FWAV Accuracy: 84.8389738198

参考

https://github.com/wkentaro/pytorch-fcn
https://github.com/ZijunDeng/pytorch-semantic-segmentation
https://github.com/shelhamer/fcn.berkeleyvision.org