Image segmentation (pixel-level binary classification of roads, and separately for houses) on satellite images (miniproject for Harvard AM216 Spring 2022). Application of transfer learning (pretrained Unet encoder), data augmentation, and dealing with class imbalance via DICE loss.
(True mask on top, predicted mask below)
(True mask on top, predicted mask below)
