Research and Application of Dunhuang Mural Image Restoration Technology Based on Deep Learning

Throughout history, the Dunhuang murals have been a shining pearl of Chinese civilization with their unparalleled artistic charm and profound cultural heritage. However, the passage of time, natural erosion, and the impact of human factors are putting this precious cultural heritage to the difficult test. The peeling, fading, and vanishing of mural surfaces is not only serious damage to the integrity of the artwork but also a reckless erasure of historical information and cultural value. This research is dedicated to exploring mural restoration methods based on deep learning, aiming to overcome the challenges using advanced computer vision techniques and develop a new approach to cultural heritage protection.