This repository provides a PyTorch reimplementation of Fully Convolutional Networks, a foundational deep learning architecture for semantic image segmentation. It includes implementations of FCN32s, FCN16s, and FCN8s variants with training scripts and pretrained model weights. The project reproduces original benchmark results on the VOC dataset, supporting model training and evaluation workflows.