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Three-dimensional face reconstruction method and device, electronic equipment and storage medium

A technology of 3D face and face key points, which is applied in the field of electronic equipment, can solve the problems of poor detail and lack of fidelity of 3D face

Pending Publication Date: 2021-05-18
GUANGDONG OPPO MOBILE TELECOMM CORP LTD
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  • Claims
  • Application Information

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Problems solved by technology

Currently, 3D face reconstruction based on a single RGB image has poor details and lacks realism

Method used

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  • Three-dimensional face reconstruction method and device, electronic equipment and storage medium
  • Three-dimensional face reconstruction method and device, electronic equipment and storage medium
  • Three-dimensional face reconstruction method and device, electronic equipment and storage medium

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Embodiment Construction

[0021] In order to enable those skilled in the art to better understand the solutions of the present application, the technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application.

[0022] At present, the classic method of 3D face reconstruction based on a single RGB image is 3D morphable model (3Dmorphable model, 3DMM). The basic idea is to collect 3D faces in advance and complete the establishment of the database. Perform principal component analysis on the shape vector, expression vector and texture vector of the face, and convert these vectors into independent representations. On this basis, any face can be represented by a linear combination of the average face and the principal components. The inventor found through research that there are two important but often overlooked problems in 3DMM: 1. After collecting the original 3D face scan data, ...

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Abstract

The invention discloses a three-dimensional face reconstruction method and device, electronic equipment and a storage medium, and relates to the technical field of electronic equipment. The method comprises the following steps: acquiring a shape parameter and a texture parameter of a to-be-reconstructed face, inputting the shape parameter into a first model to obtain a three-dimensional face shape output by the first model, and inputting the texture parameter into a second model to obtain a face texture map output by the second model, wherein, at least one of the first model and the second model is obtained based on generative adversarial network training, a target three-dimensional face is generated based on the three-dimensional face shape and the face texture map, and the target three-dimensional face comprises texture information generated based on the face texture map. According to the method, the three-dimensional face shape and / or the face texture map are / is generated through the trained generative adversarial network, so that the generated target three-dimensional face has rich detail features, and the reconstruction effect of the three-dimensional face is improved.

Description

technical field [0001] The present application relates to the technical field of electronic equipment, and more specifically, to a reconstruction method, device, electronic equipment and storage medium for a three-dimensional human face. Background technique [0002] In the field of computer vision and computer graphics, 3D face reconstruction is a hot topic gradually, because it can be widely used in face recognition, face editing, human-computer interaction, expression-driven animation, augmented reality, virtual reality and other fields. The 3D face reconstruction based on a single RGB image—that is, reconstructing the shape and texture of a 3D face from a single RGB image—is an enduring topic. Currently, 3D face reconstruction based on a single RGB image has poor details and lacks realism. Contents of the invention [0003] In view of the above problems, the present application proposes a three-dimensional face reconstruction method, device, electronic equipment and ...

Claims

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Application Information

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IPC IPC(8): G06T17/00G06T15/00G06T15/50G06N3/04G06N3/08
CPCG06T17/00G06T15/00G06T15/506G06N3/08G06N3/045
Inventor 俞云杰黄晗郭彦东
Owner GUANGDONG OPPO MOBILE TELECOMM CORP LTD
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