This repository provides reference implementations of various neural network architectures for semantic segmentation, including SegNet, UNet, ENet, ERFNet, ESPNet, and others. The models are designed for real-time inference and target applications like autonomous driving and scene understanding. Built entirely on PyTorch, it offers easy-to-use and modifiable code for training and evaluation.