This repository provides PyTorch implementations of four convolutional neural network architectures for image segmentation. The models include standard U-Net, recurrent residual U-Net (R2U-Net), attention U-Net, and their combined variant (Attention R2U-Net). Evaluations were conducted on the ISIC 2018 skin lesion segmentation dataset.