Ancient architecture is characterized by its complexity and exquisite structure. but most existing images are in 2D format. This study proposes a TransUNet-based 3D reconstruction method with hyperparameter optimization for depth prediction to enhance the effectiveness. accuracy. https://www.goodvibesbadhabiters.shop/product-category/dungeon/