Genetic algorithm based 3D face reconstruction

被引：0
|
作者：
Wang, Chengzhang [1 ]
Yin, Baocai [1 ]
Shi, Qin [1 ]
Sun, Yanfeng [1 ]
机构：
[1] Beijing Univ Technol, Multimedia & Intelligent Software Technol Beijing, Beijing 100022, Peoples R China
来源：
WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS | 2006年
基金：
中国国家自然科学基金; 北京市自然科学基金;
关键词：
3D face reconstruction; model matching; genetic algorithm; illumination model;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
A novel model matching method based on genetic algorithm is presented in this paper for 3D face reconstruction. Having constructed the morphable model, genetic algorithm is proposed to tackle model matching problem. Multi-lights illumination model is developed to fit for more complex conditions. New model matching method based on genetic algorithm is independent from initial values and more robust than stochastic gradient descent method. Crossover and mutation probability are regulated during optimization process to improve precision and convergence speed of the algorithm. Multi-lights illumination model improves the stability of 3D face reconstruction and ability to evaluate illumination conditions of input facial images. Experimental results show the proposed method has good performance on 3D face reconstruction.
引用
收藏
页码：3643 / +
页数：2
相关论文
共 50 条
  • [1] 3D FACE MODEL RECONSTRUCTION BASED ON STRETCHING ALGORITHM
    Zhang, Qinyan
    Shi, Li
    2012 IEEE 2nd International Conference on Cloud Computing and Intelligent Systems (CCIS) Vols 1-3, 2012, : 197 - 200
  • [2] A Stereo Matching based 3D Face Reconstruction Algorithm
    Fu, Youcheng
    Da, Feipeng
    PROCEEDINGS OF THE 2008 CHINESE CONFERENCE ON PATTERN RECOGNITION (CCPR 2008), 2008, : 256 - 261
  • [3] A genetic algorithm based approach for 3D face recognition
    Sun, Y.
    Yin, L.
    3D IMAGING FOR SAFETY AND SECURITY, 2007, 35 : 95 - +
  • [4] Stereo Vision Based 3D Reconstruction Algorithm of Human Face
    Sui, Yihuan
    Da, Feipeng
    PROCEEDINGS OF THE 2009 CHINESE CONFERENCE ON PATTERN RECOGNITION AND THE FIRST CJK JOINT WORKSHOP ON PATTERN RECOGNITION, VOLS 1 AND 2, 2009, : 196 - 200
  • [5] Research on 3D Face Reconstruction Algorithm Based on ResNet and Transformer
    Yaermaimaiti, Yilihamu
    Yan, Tianxing
    Zhao, Yuhang
    Kari, Tusongjiang
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2024, 23 (01)
  • [6] Particle swarm optimization algorithm based 3D face reconstruction
    Ge, Yun
    Yin, Baocai
    Sun, Yanfeng
    Journal of Information and Computational Science, 2009, 6 (06): : 2215 - 2222
  • [7] Expansion of 3D face sample set based on genetic algorithm
    Ge, Yun
    Yin, Bao-cai
    Sun, Yan-feng
    Jing, Guo-dong
    MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 70 (02) : 781 - 797
  • [8] Expansion of 3D face sample set based on genetic algorithm
    Yun Ge
    Bao-cai Yin
    Yan-feng Sun
    Guo-dong Jing
    Multimedia Tools and Applications, 2014, 70 : 781 - 797
  • [9] Non-rigid 3D Face Shape Reconstruction using a Genetic Algorithm
    Park, Jong-Min
    Choi, Hyun-Chul
    Oh, Se-Young
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [10] 3D Face Reconstruction based on Multi-View Stereo Algorithm
    Peng, Keju
    Guan, Tao
    Xu, Chao
    Zhou, Dongxiang
    2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS IEEE-ROBIO 2014, 2014, : 2310 - 2314
12345