This repository provides a PyTorch implementation of DeepLabV3, a widely-used semantic segmentation architecture. The model is trained on the Cityscapes dataset, which focuses on street scene understanding for autonomous driving applications. The implementation includes training pipelines, evaluation scripts, and visualization tools for the segmentation model.