This repository provides pure PyTorch implementations of various UNet architectures for image segmentation, including standard UNet, RCNN-UNet, Attention UNet, and Nested UNet (UNet++). The implementations target medical image segmentation with variants incorporating recurrent layers and attention mechanisms to improve feature learning. It includes training utilities and layer visualization tools.