“In the field of ancient building protection, researchers built an improved Mask R-CNN arch of wooden architecture recognition model based on deep learning and Transformer architecture, significantly improving the expression ability and direction discrimination ability of arch of wooden architecture structural features, and providing technical support for intelligent identification of ancient building components and digital protection of cultural heritage.”