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Modeling clothing as a separate layer for an animatable human avatar

Authors:

Timur Bagautdinov,

Jessica Hodgins,

Chenglei WuAuthors Info & Claims

ACM Transactions on Graphics (TOG), Volume 40, Issue 6

Article No.: 199, Pages 1 - 15

https://doi.org/10.1145/3478513.3480545

Published: 10 December 2021 Publication History

Abstract

We have recently seen great progress in building photorealistic animatable full-body codec avatars, but generating high-fidelity animation of clothing is still difficult. To address these difficulties, we propose a method to build an animatable clothed body avatar with an explicit representation of the clothing on the upper body from multi-view captured videos. We use a two-layer mesh representation to register each 3D scan separately with the body and clothing templates. In order to improve the photometric correspondence across different frames, texture alignment is then performed through inverse rendering of the clothing geometry and texture predicted by a variational autoencoder. We then train a new two-layer codec avatar with separate modeling of the upper clothing and the inner body layer. To learn the interaction between the body dynamics and clothing states, we use a temporal convolution network to predict the clothing latent code based on a sequence of input skeletal poses. We show photorealistic animation output for three different actors, and demonstrate the advantage of our clothed-body avatars over the single-layer avatars used in previous work. We also show the benefit of an explicit clothing model that allows the clothing texture to be edited in the animation output.

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Cited By

Zhu HZhan FTheobalt CHabermann M(2024)TriHuman: A Real-time and Controllable Tri-plane Representation for Detailed Human Geometry and Appearance SynthesisACM Transactions on Graphics10.1145/369714044:1(1-17)Online publication date: 24-Sep-2024
https://dl.acm.org/doi/10.1145/3697140
Bolanos LWyder-Hodge PLin XPai D(2024)Measuring Human Motion Under ClothingSIGGRAPH Asia 2024 Conference Papers10.1145/3680528.3687702(1-10)Online publication date: 3-Dec-2024
https://dl.acm.org/doi/10.1145/3680528.3687702
Wu ZLiu JChong TShen IIgarashi T(2024)Virtual Measurement Garment for Per-Garment Virtual Try-OnProceedings of the 50th Graphics Interface Conference10.1145/3670947.3670957(1-10)Online publication date: 3-Jun-2024
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Index Terms

Modeling clothing as a separate layer for an animatable human avatar
1. Computing methodologies
  1. Computer graphics
    1. Animation
    2. Image manipulation
      1. Image-based rendering

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cover image ACM Transactions on Graphics

ACM Transactions on Graphics Volume 40, Issue 6

December 2021

1351 pages

ISSN:0730-0301

EISSN:1557-7368

DOI:10.1145/3478513

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Copyright © 2021 Owner/Author.

This work is licensed under a Creative Commons Attribution International 4.0 License.

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Association for Computing Machinery

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Published: 10 December 2021

Published in TOG Volume 40, Issue 6

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Cited By

Zhu HZhan FTheobalt CHabermann M(2024)TriHuman: A Real-time and Controllable Tri-plane Representation for Detailed Human Geometry and Appearance SynthesisACM Transactions on Graphics10.1145/369714044:1(1-17)Online publication date: 24-Sep-2024
https://dl.acm.org/doi/10.1145/3697140
Bolanos LWyder-Hodge PLin XPai D(2024)Measuring Human Motion Under ClothingSIGGRAPH Asia 2024 Conference Papers10.1145/3680528.3687702(1-10)Online publication date: 3-Dec-2024
https://dl.acm.org/doi/10.1145/3680528.3687702
Wu ZLiu JChong TShen IIgarashi T(2024)Virtual Measurement Garment for Per-Garment Virtual Try-OnProceedings of the 50th Graphics Interface Conference10.1145/3670947.3670957(1-10)Online publication date: 3-Jun-2024
https://dl.acm.org/doi/10.1145/3670947.3670957
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