Here is a NYUD FCN8s training project based on https://github.com/shelhamer/fcn.berkeleyvision.org

Related Paper

Fully Convolutional Models for Semantic Segmentation
Evan Shelhamer*, Jonathan Long*, Trevor Darrell
PAMI 2016
arXiv:1605.06211

Fully Convolutional Models for Semantic Segmentation
Jonathan Long*, Evan Shelhamer*, Trevor Darrell
CVPR 2015
arXiv:1411.4038

The detail implement could be found in https://zhuanlan.zhihu.com/p/28573998