Application Notes Tianxiang Wang , Qun Dai, and Muxuan Yuan Nanjing University ofAeronautics andAstronautics, CHINA Deep Pixel Restoration Loop Coding Network Abstract T his paper presents a solution to the video prediction problem based on the deep learning paradigm. Predicted frames generated by existing video prediction models are often blurry and have difficulty maintaining accuracy in multi-step prediction. To overcome these limitations, this paper presents a deep learning model, named the deep pixel restoration loop coding network (DPR-LC-Net), which employs the concept of predictive coding and adopts pixels in the real frames. While making a long-termprediction, it can generate clear prediction frames with few errors. The calculation process of DPRLC-Nethttps://orcid.org/0000-0003-4618-7299