Active appearance models

被引:3483
作者
Cootes, TF [1 ]
Edwards, GJ
Taylor, CJ
机构
[1] Univ Manchester, Div Imaging Sci & Biomed Engn, Manchester M13 9PT, Lancs, England
[2] Image Metr Ltd, Stockport SK4 1BS, Cheshire, England
基金
英国工程与自然科学研究理事会;
关键词
appearance models; deformable templates; model matching;
D O I
10.1109/34.927467
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe a new method of matching statistical models of appearance to images. A set of model parameters control modes of shape and gray-level variation learned from a training set. We construct an efficient iterative matching algorithm by learning the relationship between perturbations in the model parameters and the induced image errors.
引用
收藏
页码:681 / 685
页数:5
相关论文
共 14 条
  • [1] [Anonymous], 1998, P EUR C COMP VIS
  • [2] Cootes T., 1998, Proc. ECCV, V2, P484
  • [3] ACTIVE SHAPE MODELS - THEIR TRAINING AND APPLICATION
    COOTES, TF
    TAYLOR, CJ
    COOPER, DH
    GRAHAM, J
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 61 (01) : 38 - 59
  • [4] Interpreting face images using Active Appearance Models
    Edwards, GJ
    Taylor, CJ
    Cootes, TF
    [J]. AUTOMATIC FACE AND GESTURE RECOGNITION - THIRD IEEE INTERNATIONAL CONFERENCE PROCEEDINGS, 1998, : 300 - 305
  • [5] Statistical models of face images - Improving specificity
    Edwards, GJ
    Lanitis, A
    Taylor, CJ
    Cootes, TF
    [J]. IMAGE AND VISION COMPUTING, 1998, 16 (03) : 203 - 211
  • [6] Facial analysis and synthesis using image-based models
    Ezzat, T
    Poggio, T
    [J]. PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, 1996, : 116 - 121
  • [7] GLEICHER M, 1997, P IEEE C COMP VIS PA
  • [8] Efficient region tracking with parametric models of geometry and illumination
    Hager, GD
    Belhumeur, PN
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (10) : 1025 - 1039
  • [9] Multidimensional morphable models: A framework for representing and matching object classes
    Jones, MJ
    Poggio, T
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1998, 29 (02) : 107 - 131
  • [10] Fast, reliable head tracking under varying illumination: An approach based on registration of texture-mapped 3D models
    La Cascia, M
    Sclaroff, S
    Athitsos, V
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (04) : 322 - 336