This repository provides a comprehensive semantic segmentation framework including state-of-the-art model implementations, training utilities, and evaluation benchmarks. It supports popular architectures such as DeepLabV3, PSPNet, and Swin Transformer-based models. The toolbox is designed for both general image segmentation and domain-specific applications including medical imaging and retinal vessel analysis.