Plausible 3D Face Wrinkle Generation Using Variational Autoencoders

Realistic 3D facial modeling and animation have been increasingly used in many graphics, animation, and virtual reality applications. However, generating realistic fine-scale wrinkles on 3D faces, in particular, on animated 3D faces, is still a challenging problem that is far away from being resolve...

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Veröffentlicht in:IEEE transactions on visualization and computer graphics. - 1996. - 28(2022), 9 vom: 13. Sept., Seite 3113-3125
1. Verfasser: Deng, Qixin (VerfasserIn)
Weitere Verfasser: Ma, Luming, Jin, Aobo, Bi, Huikun, Le, Binh Huy, Deng, Zhigang
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:IEEE transactions on visualization and computer graphics
Schlagworte:Journal Article
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520 |a Realistic 3D facial modeling and animation have been increasingly used in many graphics, animation, and virtual reality applications. However, generating realistic fine-scale wrinkles on 3D faces, in particular, on animated 3D faces, is still a challenging problem that is far away from being resolved. In this article we propose an end-to-end system to automatically augment coarse-scale 3D faces with synthesized fine-scale geometric wrinkles. By formulating the wrinkle generation problem as a supervised generation task, we implicitly model the continuous space of face wrinkles via a compact generative model, such that plausible face wrinkles can be generated through effective sampling and interpolation in the space. We also introduce a complete pipeline to transfer the synthesized wrinkles between faces with different shapes and topologies. Through many experiments, we demonstrate our method can robustly synthesize plausible fine-scale wrinkles on a variety of coarse-scale 3D faces with different shapes and expressions 
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700 1 |a Ma, Luming  |e verfasserin  |4 aut 
700 1 |a Jin, Aobo  |e verfasserin  |4 aut 
700 1 |a Bi, Huikun  |e verfasserin  |4 aut 
700 1 |a Le, Binh Huy  |e verfasserin  |4 aut 
700 1 |a Deng, Zhigang  |e verfasserin  |4 aut 
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