Learning Aerial Image Segmentation From Online Maps [1] uses Unet[2] network, and Dice Loss[3] References: [1] https://ieeexplore.ieee.org/document/7987710 [2] https://arxiv.org/abs/1505.04597 [3] https://arxiv.org/abs/1707.03237 Step by step approach to do aerial image segmentation. Check the ipynb file. Results With augmentation