Literature DB >> 29527138

Intrinsic 3D Dynamic Surface Tracking based on Dynamic Ricci Flow and Teichmüller Map.

Xiaokang Yu1, Na Lei2, Yalin Wang3, Xianfeng Gu4.   

Abstract

3D dynamic surface tracking is an important research problem and plays a vital role in many computer vision and medical imaging applications. However, it is still challenging to efficiently register surface sequences which has large deformations and strong noise. In this paper, we propose a novel automatic method for non-rigid 3D dynamic surface tracking with surface Ricci flow and Teichmüller map methods. According to quasi-conformal Teichmüller theory, the Techmüller map minimizes the maximal dilation so that our method is able to automatically register surfaces with large deformations. Besides, the adoption of Delaunay triangulation and quadrilateral meshes makes our method applicable to low quality meshes. In our work, the 3D dynamic surfaces are acquired by a high speed 3D scanner. We first identified sparse surface features using machine learning methods in the texture space. Then we assign landmark features with different curvature settings and the Riemannian metric of the surface is computed by the dynamic Ricci flow method, such that all the curvatures are concentrated on the feature points and the surface is flat everywhere else. The registration among frames is computed by the Teichmüller mappings, which aligns the feature points with least angle distortions. We apply our new method to multiple sequences of 3D facial surfaces with large expression deformations and compare them with two other state-of-the-art tracking methods. The effectiveness of our method is demonstrated by the clearly improved accuracy and efficiency.

Entities:  

Year:  2017        PMID: 29527138      PMCID: PMC5844492          DOI: 10.1109/ICCV.2017.576

Source DB:  PubMed          Journal:  Proc IEEE Int Conf Comput Vis        ISSN: 1550-5499


  5 in total

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Authors:  Yalin Wang; Lok Ming Lui; Tony F Chan; Paul M Thompson
Journal:  Med Image Comput Comput Assist Interv       Date:  2005

2.  Conformal geometry and its applications on 3D shape matching, recognition, and stitching.

Authors:  Sen Wang; Yang Wang; Miao Jin; Xianfeng David Gu; Dimitris Samaras
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2007-07       Impact factor: 6.226

3.  Ricci flow for 3D shape analysis.

Authors:  Wei Zeng; Dimitris Samaras; Xianfeng David Gu
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2010-04       Impact factor: 6.226

4.  Hyperbolic Harmonic Mapping for Surface Registration.

Authors:  Rui Shi; Wei Zeng; Zhengyu Su; Jian Jiang; Hanna Damasio; Zhonglin Lu; Yalin Wang; Shing-Tung Yau; Xianfeng Gu
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2016-05-12       Impact factor: 6.226

5.  Accuracy of a commercial optical 3D surface imaging system for realignment of patients for radiotherapy of the thorax.

Authors:  Philipp J Schöffel; Wolfgang Harms; Gabriele Sroka-Perez; Wolfgang Schlegel; Christian P Karger
Journal:  Phys Med Biol       Date:  2007-06-06       Impact factor: 3.609

  5 in total
  2 in total

1.  Quantitative characterization of the human retinotopic map based on quasiconformal mapping.

Authors:  Duyan Ta; Yanshuai Tu; Zhong-Lin Lu; Yalin Wang
Journal:  Med Image Anal       Date:  2021-10-04       Impact factor: 13.828

2.  Topology-preserving smoothing of retinotopic maps.

Authors:  Yanshuai Tu; Duyan Ta; Zhong-Lin Lu; Yalin Wang
Journal:  PLoS Comput Biol       Date:  2021-08-02       Impact factor: 4.779

  2 in total

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