This repository provides a PyTorch implementation of DBNet and DBNet++, deep learning models for detecting arbitrary-shape text in natural scene images. The models achieve real-time performance on standard benchmarks by using a differentiable binarization process. Code, trained models, and evaluation scripts are provided.