Methods, systems, and apparatus, including computer programs encoded on computer storage media, for face verification are provided. One of the methods includes: acquiring a two-dimensional face image and a three-dimensional face image for face verification of a target user; performing face recognition on the acquired two-dimensional face image with respect to the target user to obtain a result of the face recognition; in response to the result of the face recognition indicating that the face recognition is successful, performing three-dimensional reconstruction on the acquired two-dimensional face image to obtain a reconstructed three-dimensional face image; performing liveness detection on the acquired three-dimensional face image to determine whether a face in the acquired three-dimensional face image corresponds to a live person; comparing the reconstructed three-dimensional face image with the acquired three-dimensional face image to determine a similarity value; determining that the two-dimension face image corresponds to the target user.