Embodiments of the present disclosure provide a three-dimensional scene
reconstruction method and apparatus, a device, a medium, and a program product. The three-dimensional scene
reconstruction method comprises: acquiring a scene image collected for a three-dimensional scene; on the basis of the scene image, determining sparse
point cloud data and camera parameter information corresponding to the scene image; performing model initialization on the basis of the sparse
point cloud data to obtain a current three-dimensional
data model; performing rendering on the basis of the camera parameter information and the current three-dimensional
data model to obtain a current
color map, a current
depth map and a current normal map from the perspective of the scene image, and determining a pseudo normal map from the perspective of the scene image on the basis of the current
depth map; and on the basis of the current
color map, the current normal map, the pseudo normal map, and an actual
color map, training the current three-dimensional
data model to obtain a trained target three-dimensional data model. By means of the technical solution provided by the embodiments of the present disclosure, higher-quality automatic reconstruction of three-dimensional scenes can be achieved, reducing reconstruction costs, and improving the
level of detail and rendering quality of scene models.