Implementation of the U-Net segmentation network using PyTorch

The main goal is to create a U-Net network from scratch by understanding the paper.

Further goals:

Modification of the MobileNetV2 SSD for segmentation in realtime.
Training of the UNet on Medical imaging datasets from Kaggle and the Traffic datasets.
Other optimisations if possible

Paper link from https://arxiv.org/abs/1505.04597

Tasks