Unet

U-net model from https://arxiv.org/abs/1505.04597 implemented with additional features:

• residual blocks https://arxiv.org/abs/1512.03385
• dilated convolutions https://arxiv.org/abs/1511.07122
• group normalization https://arxiv.org/abs/1803.08494

Requires PyTorch 0.4