Controllable Biophysical Human Faces

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dc.contributor.authorLiu, Minghaoen_US
dc.contributor.authorGrabli, Stephaneen_US
dc.contributor.authorSpeierer, Sébastienen_US
dc.contributor.authorSarafianos, Nikolaosen_US
dc.contributor.authorBode, Lukasen_US
dc.contributor.authorChiang, Matten_US
dc.contributor.authorHery, Christopheen_US
dc.contributor.authorDavis, Jamesen_US
dc.contributor.authorAliaga, Carlosen_US
dc.contributor.editorWang, Beibeien_US
dc.contributor.editorWilkie, Alexanderen_US
dc.date.accessioned2025-06-20T07:54:02Z
dc.date.available2025-06-20T07:54:02Z
dc.date.issued2025
dc.description.abstractWe present a novel generative model that synthesizes photorealistic, biophysically plausible faces by capturing the intricate relationships between facial geometry and biophysical attributes. Our approach models facial appearance in a biophysically grounded manner, allowing for the editing of both high-level attributes such as age and gender, as well as low-level biophysical properties such as melanin level and blood content. This enables continuous modeling of physical skin properties that correlate changes in skin properties with shape changes. We showcase the capabilities of our framework beyond its role as a generative model through two practical applications: editing the texture maps of 3D faces that have already been captured, and serving as a strong prior for face reconstruction when combined with differentiable rendering. Our model allows for the creation of physically-based relightable, editable faces with consistent topology and uv layout that can be integrated into traditional computer graphics pipelines.en_US
dc.description.number4
dc.description.sectionheadersDifferentiable Rendering
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume44
dc.identifier.doi10.1111/cgf.70170
dc.identifier.issn1467-8659
dc.identifier.pages13 pages
dc.identifier.urihttps://doi.org/10.1111/cgf.70170
dc.identifier.urihttps://diglib.eg.org/handle/10.1111/cgf70170
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectbiophysical face synthesis, controllable 3D generation, skin appearance modeling, facial editing, diffusion models
dc.subjectbiophysical face synthesis
dc.subjectcontrollable 3D generation
dc.subjectskin appearance modeling
dc.subjectfacial editing
dc.subjectdiffusion models
dc.titleControllable Biophysical Human Facesen_US
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