Real-time locally injective volumetric deformation

Wentao Liao, Renjie Chen, Yuchen Hua, Ligang Liu, Ofir Weber

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

We present a highly efficient method for interactive volumetric meshless shape deformation. Our method operates within a low dimensional sub-space of shape-aware C8 harmonic maps, and is the first method that is guaranteed to produce a smooth locally injective deformation in 3D. Unlike mesh-based methods in which local injectivity is enforced on tetrahedral elements, our method enforces injectivity on a sparse set of domain samples. The main difficulty is then to certify the map as locally injective throughout the entire domain. This is done by utilizing the Lipschitz continuity property of the harmonic basis functions. We show a surprising relation between the Lipschitz constant of the smallest singular value of the map Jacobian and the norm of the Hessian. We further carefully derive a Lipschitz constant for the Hessian, and develop a sufficient condition for the injectivity certification. This is done by utilizing the special structure of the harmonic basis functions combined with a novel regularization term that pushes the Lipschitz constants further down. As a result, the injectivity analysis can be performed on a relatively sparse set of samples. Combined with a parallel GPU-based implementation, our method can produce superior deformations with unique quality guarantees at real-time rates which were possible only in 2D so far.

Original languageEnglish
Article number74
JournalACM Transactions on Graphics
Volume40
Issue number4
DOIs
StatePublished - 1 Jul 2021

Bibliographical note

Publisher Copyright:
© 2021 ACM.

Funding

We thank the anonymous reviewers for their valuable comments. This research was partially funded by the Israel Science Foundation (grant No. 1949/19), the National Natural Science Foundation of China (62072422, 62025207), the National Key R&D Program of China (2020YFC1523102), the NSF of Anhui Province of China (2008085MF195) and the Zhejiang Lab (2019NB0AB03).

FundersFunder number
NSF of Anhui Province of China2008085MF195
Zhejiang Lab2019NB0AB03
National Natural Science Foundation of China62025207, 62072422
Israel Science Foundation1949/19
National Key Research and Development Program of China2020YFC1523102

    Keywords

    • GPU
    • NEWTON method
    • harmonic maps
    • injective maps
    • shape deformation

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