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
  • [31] Visual detection of knives in security applications using Active Appearance Models
    Andrzej Glowacz
    Marcin Kmieć
    Andrzej Dziech
    Multimedia Tools and Applications, 2015, 74 : 4253 - 4267
  • [32] Feature-Based Lucas-Kanade and Active Appearance Models
    Antonakos, Epameinondas
    Alabort-i-Medina, Joan
    Tzimiropoulos, Georgios
    Zafeiriou, Stefanos P.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (09) : 2617 - 2632
  • [33] The Painful Face - Pain Expression Recognition Using Active Appearance Models
    Ashraf, Ahmed Bilal
    Lucey, Simon
    Cohn, Jeffrey F.
    Chen, Tsuhan
    Ambadar, Zara
    Prkachin, Ken
    Solomon, Patty
    Theobald, Barry-John
    ICMI'07: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON MULTIMODAL INTERFACES, 2007, : 9 - +
  • [34] Facial Motion Capture with 3D Active Appearance Models
    Darujati, Cahyo
    Hariadi, Mochammad
    PROCEEDINGS OF 2013 3RD INTERNATIONAL CONFERENCE ON INSTRUMENTATION, COMMUNICATIONS, INFORMATION TECHNOLOGY, AND BIOMEDICAL ENGINEERING (ICICI-BME), 2013, : 59 - 64
  • [35] FAST AND EXACT BI-DIRECTIONAL FITTING OF ACTIVE APPEARANCE MODELS
    Kossatfi, Jean
    Tzimiropoulos, Georgios
    Pantic, Maja
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 1135 - 1139
  • [36] The painful face - Pain expression recognition using active appearance models
    Ashraf, Ahmed Bilal
    Lucey, Simon
    Cohn, Jeffrey F.
    Chen, Tsuhan
    Ambadar, Zara
    Prkachin, Kenneth M.
    Solomon, Patricia E.
    IMAGE AND VISION COMPUTING, 2009, 27 (12) : 1788 - 1796
  • [37] Pathology Detection on Medical Images Based on Oriented Active Appearance Models
    Chen, Xinjian
    Udupa, Jayaram K.
    Alavi, Abass
    Torigian, Drew A.
    MEDICAL IMAGING 2010: COMPUTER - AIDED DIAGNOSIS, 2010, 7624
  • [38] Action unit classification using active appearance models and conditional random fields
    van der Maaten, Laurens
    Hendriks, Emile
    COGNITIVE PROCESSING, 2012, 13 : 507 - 518
  • [39] Generative face alignment through 2.5D active appearance models
    Martins, Pedro
    Caseiro, Rui
    Batista, Jorge
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2013, 117 (03) : 250 - 268
  • [40] Action unit classification using active appearance models and conditional random fields
    Laurens van der Maaten
    Emile Hendriks
    Cognitive Processing, 2012, 13 : 507 - 518