This repository provides a PyTorch framework implementing attention gates used in convolutional neural networks for medical imaging tasks. It integrates attention mechanisms into U-Net and VGG-16 architectures, enabling both classification and segmentation of medical images such as ultrasound scan planes. The implementation supports additive attention gate mechanisms to improve model focus on relevant image regions.