The short introduction to UNet and its architecture (pdf)
The proposed code work fine with Tensorflow 1.15 and keras (almostly outdated…).
Download this full archive with code, data, and pre-trained model (214 Mo, TP_UNET_FULL.zip). Then, use the notebooks in notebooks_local directory.