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Research map / 3D vision / Face and shape

Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodies

CVPR 2018 · 3D vision › Face and shape · approach: Full-body avatar reconstruction · 548 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use the Frankenstein model, including articulated hand modeling, instead of body-only SMPLFrankenstein · Moving-person silhouette overlapsilhouette accuracy: 84.79% -> 85.91%Helped
Add ICP point-cloud fittingFrankenstein · Moving-person silhouette overlapsilhouette accuracy: 85.91% -> 87.68%Helped
Replace Frankenstein with Adam while retaining ICP fittingFrankenstein · Moving-person silhouette overlapsilhouette accuracy: 87.68% -> 87.74%No clear effect
Use Adam, which learns clothing and hair shape variation from fitted peopleAdam · Moving-person silhouette overlapsilhouette accuracy: 87.68% -> 87.74%Mixed

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