The invention relates to the technical field of photo three-dimensional
processing, and discloses a three-dimensional head portrait model generation method based on a single photo, which comprises the following specific steps: photo input
processing: firstly, extracting a face region from the single photo by using a face feature point detection
algorithm; background segmentation is carried out by using an SAM
algorithm, and a face region in the picture is extracted; finally, the depth information of the human face is speculated through a Depth Anything model, and the depth information is used for guiding generation of
Gaussian point cloud; according to the three-dimensional
head model generation method based on the single photo, the high-precision three-dimensional
head model can be generated from the single photo. According to the method, the 360-degree rotating video is firstly generated, and then three-dimensional reconstruction is carried out by utilizing
Gaussian splashing, so that the finally generated 3D
head model is highly matched with the input picture, and the similarity of the model is relatively high. Besides, the method can retain abundant detail features, and the
Gaussian splashing
point cloud can accurately restore personalized features of the human face, such as wrinkles,
skin colors, hairlines and the like, so that the model is more real and natural.