This repository provides the official PyTorch implementation of FAN, a vision transformer architecture designed to improve self-attention mechanisms for visual recognition tasks. It includes training and evaluation code along with pretrained models for backbone use in image classification, object detection, and semantic segmentation across standard benchmarks like ImageNet and Cityscapes.