This repository provides a complete PyTorch implementation of the U-Net architecture for semantic image segmentation. It supports multiple backbone networks (VGG, ResNet), includes training and evaluation pipelines with mIOU metrics, and is optimized for biomedical datasets with features like adjustable learning rate schedules and optimizer choices.