Automatic construction of active appearance models as an image coding problem

被引:64
|
作者
Baker, S [1 ]
Matthews, I [1 ]
Schneider, J [1 ]
机构
[1] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
关键词
Active Appearance Models; automatic construction; unsupervised learning; image coding; inverse compositional image alignment; quadratic smoothness priors;
D O I
10.1109/TPAMI.2004.77
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The automatic construction of Active Appearance Models (AAMs) is usually posed as finding the location of the base mesh vertices in the input training images. In this paper, we repose the problem as an energy-minimizing image coding problem and propose an efficient gradient-descent algorithm to solve it.
引用
收藏
页码:1380 / 1384
页数:5
相关论文
共 50 条
  • [41] PREDICTIVE IMAGE-CODING USING MULTIRESOLUTION MULTIPLICATIVE AUTOREGRESSIVE MODELS
    BURGETT, S
    DAS, M
    IEE PROCEEDINGS-I COMMUNICATIONS SPEECH AND VISION, 1993, 140 (02): : 127 - 134
  • [42] Atlas Construction and Image Analysis Using Statistical Cardiac Models
    De Craene, Mathieu
    Sukno, Federico M.
    Tobon-Gomez, Catalina
    Butakoff, Constantine
    Figueras i Ventura, Rosa M.
    Hoogendoorn, Corne
    Piella, Gemma
    Duchateau, Nicolas
    Munoz-Moreno, Emma
    Sebastian, Rafael
    Camara, Oscar
    Frangi, Alejandro F.
    STATISTICAL ATLASES AND COMPUTATIONAL MODELS OF THE HEART, 2010, 6364 : 1 - +
  • [43] Simultaneous segmentation of prostatic zones using Active Appearance Models with multiple coupled levelsets
    Toth, Robert
    Ribault, Justin
    Gentile, John
    Sperling, Dan
    Madabhushi, Anant
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2013, 117 (09) : 1051 - 1060
  • [44] Active Appearance-Motion Models for endocardial contour detection in time sequences of echocardiograms
    Bosch, HG
    Mitchell, SC
    Lelieveldt, BPF
    Nijland, F
    Kamp, O
    Sonka, M
    Reiber, JHC
    MEDICAL IMAGING: 2001: IMAGE PROCESSING, PTS 1-3, 2001, 4322 : 257 - 268
  • [45] Fitting 3D face models for tracking and active appearance model training
    Dornaika, Fadi
    Ahlberg, Jorgen
    IMAGE AND VISION COMPUTING, 2006, 24 (09) : 1010 - 1024
  • [46] Time continuous segmentation of cardiac MR images using Active Appearance Motion Models
    Lelieveldt, BPF
    Mitchell, SC
    van der Geest, RJ
    Bosch, HG
    Sonka, M
    Reiber, JHC
    CARS 2001: COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2001, 1230 : 917 - 921
  • [47] Using Bounded Diameter Minimum Spanning Trees to Build Dense Active Appearance Models
    Anderson, Robert
    Stenger, Bjoern
    Cipolla, Roberto
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2014, 110 (01) : 48 - 57
  • [48] Using Bounded Diameter Minimum Spanning Trees to Build Dense Active Appearance Models
    Robert Anderson
    Björn Stenger
    Roberto Cipolla
    International Journal of Computer Vision, 2014, 110 : 48 - 57
  • [49] Multifeature Landmark-Free Active Appearance Models: Application to Prostate MRI Segmentation
    Toth, Robert
    Madabhushi, Anant
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2012, 31 (08) : 1638 - 1650
  • [50] Parametric deslauriers-dubuc interpolating wavelets: Construction and performance analysis for image coding
    Liu, Zai-De
    Lan, Xu-Guang
    Zhang, Ming-Xin
    Zidonghua Xuebao/Acta Automatica Sinica, 2014, 40 (10): : 2334 - 2345