A face liveness detection method, applied to the field of artificial intelligence. The method comprises: obtaining an initial face image and a set of face images corresponding to N illumination directions; obtaining N differential images according to the initial face image and the set of face images; generating a normal map and a reflectivity map according to the N differential images and the N illumination directions; and determining the face liveness detection result according to the N differential images, the normal map, and the reflectivity map. Also disclosed are a related apparatus, a device, and a storage medium. Three-dimensional geometric information and surface material information of the face image are taken into consideration simultaneously; therefore, the authenticity of the face image can be identified, and different face liveness attack approaches can be effectively resisted.
FACE LIVENESS DETECTION METHOD AND RELATED APPARATUS