This repository provides the first-ever font recognition model specifically designed for CJK (Chinese, Japanese, Korean) characters. It uses a Convolutional Neural Network trained with PyTorch and PyTorch Lightning to identify fonts from scene text images. The project also includes a dataset generation pipeline that composites text with various fonts over background images, and offers an online demo via Hugging Face Spaces.