Projection-based classification of surfaces for 3D human mesh sequence retrieval

被引:3
|
作者
Pierson, Emery [1 ]
Paiva, Juan-Carlos Alvarez [4 ]
Daoudi, Mohamed [2 ,3 ]
机构
[1] Univ Lille, Cent Lille, CNRS, UMR CRIStAL 9189, F-59000 Lille, France
[2] Univ Lille, Ctr Digital Syst, Inst Mines Telecom, IMT Nord Europe, F-59000 Lille, France
[3] Univ Lille, Inst Mines Telecom, Cent Lille, CNRS,UMR CRIStAL 9189, F-59000 Lille, France
[4] Univ Lille, Lab Paul Painleve, CNRS, UMR 8524, F-59000 Lille, France
来源
COMPUTERS & GRAPHICS-UK | 2022年 / 102卷
关键词
3D human shape analysis; 4D human retrieval; Convex geometry; Spherical harmonics analysis; SHAPE; SIMILARITY; FRAMEWORK; SPECTRUM;
D O I
10.1016/j.cag.2021.10.012
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We analyze human poses and motion by introducing three sequences of easily calculated surface descriptors that are invariant under reparametrizations and Euclidean transformations. These descriptors are obtained by associating to each finitely-triangulated surface two functions on the unit sphere: for each unit vector u we compute the weighted area of the projection of the surface onto the plane orthogonal to u and the length of its projection onto the line spanned by u. The L-2 norms and inner products of the projections of these functions onto the space of spherical harmonics of order k provide us with three sequences of Euclidean and reparametrization invariants of the surface. The use of these invariants reduces the comparison of 3D+time surface representations to the comparison of polygonal curves in R-n. The experimental results on the FAUST and CVSSP3D artificial datasets are promising. Moreover, a slight modification of our method yields good results on the noisy CVSSP3D real dataset. (C) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页码:45 / 55
页数:11
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