Nonrigid Registration Algorithm in the Face Recognition Problem

被引:0
|
作者
Makovetskii, A. Yu [1 ]
Kober, V., I [1 ,2 ,3 ]
Voronin, S. M. [1 ]
Voronin, A. V. [1 ]
Karnaukhov, V. N. [2 ]
Mozerov, M. G. [2 ]
机构
[1] Chelyabinsk State Univ, Chelyabinsk 454001, Russia
[2] Russian Acad Sci, Inst Informat Transmiss Problems, Moscow 127994, Russia
[3] Ctr Sci Res & Higher Educ, Ensenada 22860, Baja California, Mexico
基金
俄罗斯科学基金会;
关键词
iterative closest point (ICP) method; surface registration; nonrigid registration; affine transformation; point-to-point correspondence; MODEL;
D O I
10.1134/S1064226921120160
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Algorithms for aligning point clouds in the 3D space under the assumption of the nonrigidity of these clouds play an essential role in solving the problems of searching for particular facial parts and key points that could be used to recognize the facial expressions with various face deformations. The common nonrigid iterative closest point registration techniques are conventionally based on the affine point-to-point approach. In this study, to apply a nonrigid iterative closest point algorithm to facial surfaces, a model of the facial surface is built as a 3D point cloud and then used with a new nonrigid iterative closest point algorithm. The efficiency of the proposed algorithm is illustrated by the results of computational modeling.
引用
收藏
页码:1452 / 1459
页数:8
相关论文
共 50 条
  • [21] A Parallel Nonrigid Registration Algorithm Based on B-Spline for Medical Images
    Du, Xiaogang
    Dang, Jianwu
    Wang, Yangping
    Wang, Song
    Lei, Tao
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2016, 2016
  • [22] Performance evaluation of nonrigid registration algorithm on three off-the-shelf supercomputers
    Ino, F
    Tanaka, Y
    Kitaoka, H
    Hagihara, K
    CARS 2005: Computer Assisted Radiology and Surgery, 2005, 1281 : 1276 - 1276
  • [23] Model-Based Mapping of a Nonrigid Image Registration Algorithm to Heterogeneous Architectures
    Hemaraj, Yashwanth
    Sen, Mainak
    Plishker, William
    Shekhar, Raj
    Bhattacharyya, Shuvra
    2008 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, VOLS 1-3, 2008, : 1463 - +
  • [24] A Hierarchical Face Recognition Algorithm
    Bouckaert, Remco R.
    ADVANCES IN MACHINE LEARNING, PROCEEDINGS, 2009, 5828 : 38 - 50
  • [25] A twice face recognition algorithm
    Wu, Zhendong
    Yu, Zipeng
    Yuan, Jie
    Zhang, Jianwu
    SOFT COMPUTING, 2016, 20 (03) : 1007 - 1019
  • [26] A twice face recognition algorithm
    Zhendong Wu
    Zipeng Yu
    Jie Yuan
    Jianwu Zhang
    Soft Computing, 2016, 20 : 1007 - 1019
  • [27] Intraclass retrieval of nonrigid 3D objects: Application to face recognition
    Passalis, Georgios
    Kakadiaris, Ioannis A.
    Theoharis, Theoharis
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (02) : 218 - 229
  • [28] Face Recognition and Registration Research Based on the Floating Population
    Yang, Boxiong
    Hu, Xinhe
    Lv, Ling
    Chen, Ying
    NFD 2010: INTERNATIONAL CONFERENCE ON NETWORK AND FINANCE DEVELOPMENT, 2010, : 189 - +
  • [29] 3D registration and modelling for face recognition
    Bai, Li
    Song, Yi
    VISAPP 2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 2, 2006, : 201 - +
  • [30] Impact of the face registration techniques on facial expressions recognition
    Allaert, B.
    Mennesson, J.
    Bilasco, I. M.
    Djeraba, C.
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2018, 61 : 44 - 53