This project is based on the HDR-Plus paper and applies the newly proposed ISP modules such as multi-frame fusion and filtering denoising from the paper. A GUI application was implemented using PyQt framework to process sequential Raw data and generate HDR videos. The project mainly implements the core functions of the HDR-Plus algorithm, including multi-frame alignment, denoising processing, tone mapping and other key technologies, providing a complete solution for high dynamic range video processing.