This repository provides a complete implementation of DeepLabv3+ in PyTorch, a semantic segmentation model using atrous separable convolutions. It supports multiple backbone networks including MobileNetV2 and Xception, includes training scripts with configurable learning rate schedulers and optimizers, prediction utilities, and mIOU evaluation on datasets like VOC12+SBD.