Lip Tracking Using Particle Filter and Geometric Model for Visual Speech Recognition

被引:0
|
作者
Jarraya, Islem [1 ]
Werda, Salah [2 ]
Mahdi, Walid [1 ]
机构
[1] Univ Sfax, Multimedia InfoRmat Syst & Adv Comp Lab MIRACL, ISIMS, Route Tunis Km 10, Sfax, Tunisia
[2] Univ Sfax, Multimedia InfoRmat Syst & Adv Comp Lab MIRACL, ISGI, Route Tunis Km 10, Sfax, Tunisia
来源
2014 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND MULTIMEDIA APPLICATIONS (SIGMAP) | 2014年
关键词
Lip Localization; Geometric Lip Model; Lip Tracking; Lip Descriptors Extraction; Viseme Classification and Recognition;
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
The automatic lip-reading is a technology which helps understanding messages exchanged in the case of a noisy environment or of elderly hearing impairment. To carry out this system, we need to implement three subsystems. There is a locating and tracking lips system, labial descriptors extraction system and a classification and speech recognition system. In this work, we present a spatio-temporal approach to track and characterize lip movements for the automatic recognition of visemes of the French language. First, we segment lips using the color information and a geometric model of lips. Then, we apply a particle filter to track lip movements. Finally, we propose to extract and classify the visual informations to recognize the pronounced viseme. This approach is applied with multiple speakers in natural conditions.
引用
收藏
页码:172 / 179
页数:8
相关论文
共 50 条
  • [1] Analysis of lip geometric features for audio-visual speech recognition
    Kaynak, MN
    Zhi, Q
    Cheok, AD
    Sengupta, K
    Han, Z
    Chung, KC
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2004, 34 (04): : 564 - 570
  • [2] A Geometric Particle Filter for Template-Based Visual Tracking
    Kwon, Junghyun
    Lee, Hee Seok
    Park, Frank C.
    Lee, Kyoung Mu
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2014, 36 (04) : 625 - 643
  • [3] Visual tracking and recognition using adaptive probabilistic appearance manifold in particle filter
    Jiang, Yanxia
    Zhou, Hongren
    Jing, Zhongliang
    NONLINEAR SCIENCE AND COMPLEXITY, 2007, 1 : 491 - +
  • [4] Particle filter based visual tracking using new observation model
    Zuo, Junyi
    Zhao, Chunhui
    Cheng, Yongmei
    Zhang, Hongcai
    2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 436 - 440
  • [5] Efficient visual tracking using particle filter
    Ma, Jiaqing
    Han, Chongzhao
    Chen, Yuxi
    2007 PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOLS 1-4, 2007, : 219 - +
  • [6] Adaptive visual tracking using particle filter
    Gao, Shi-Wei
    Guo, Lei
    Chen, Liang
    Yu, Yong
    PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: NEW GENERATIONS, 2008, : 1117 - 1122
  • [7] Visual Object Tracking Using Particle Filter
    Hossain, Kabir
    Lee, Chi-Woo
    2012 9TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAL), 2012, : 98 - 102
  • [8] Realtime lip contour tracking for audio-visual speech recognition applications
    Yazdi, Mehran
    Seyfi, Mehdi
    Rafati, Amirhossein
    Asadi, Meghdad
    World Academy of Science, Engineering and Technology, 2009, 40 : 164 - 167
  • [9] A robust hierarchical lip tracking approach for lipreading and audio visual speech recognition
    Xie, L
    Cai, XL
    Fu, ZH
    Zhao, RC
    Jiang, DM
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 3620 - 3624
  • [10] Lip Tracking Method for the System of Audio-Visual Polish Speech Recognition
    Kubanek, Mariusz
    Bobulski, Janusz
    Adrjanowicz, Lukasz
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I, 2012, 7267 : 535 - 542