Model-based segmentation and tracking of head-and-shoulder video objects for real time multimedia services

被引:18
|
作者
Luo, HT [1 ]
Eleftheriadis, A
机构
[1] Hewlett Packard Labs, Palo Alto, CA 94304 USA
[2] Columbia Univ, Dept Elect Engn, New York, NY 10027 USA
关键词
low bit rate coding; MPEG-4; statistical modeling; video object segmentation;
D O I
10.1109/TMM.2003.813285
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 statistical model-based video segmentation algorithm is presented for head-and-shoulder type video. This algorithm uses domain knowledge by abstracting the head-and-shoulder object with a blob-based statistical region model and a shape model. The object segmentation problem is then converted into a model detection and tracking problem. At the system level, a hierarchical structure is designed and spatial and temporal filters are used to improve segmentation quality. This algorithm runs in real time over a QCIF size video, and segments it into background, head and shoulder three video objects on average Pentium PC platforms. Due to its real time feature, this algorithm is appropriate for real time multimedia services such as videophone and web chat. Simulation results are offered to compare MPEG-4 performance with H.263 on segmented video objects with respects to compression efficiency, bit rate adaptation and functionality.
引用
收藏
页码:379 / 389
页数:11
相关论文
共 50 条
  • [1] Saliency model-based face segmentation and tracking in head-and-shoulder video sequences
    Li, Hongliang
    Ngan, King N.
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2008, 19 (05) : 320 - 333
  • [2] A MODEL-BASED APPROACH FOR HUMAN HEAD-AND-SHOULDER SEGMENTATION
    Deng, Xiaowei
    Shen, Yuxiang
    Wu, Xiaolin
    Zhao, Liang
    [J]. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 3315 - 3319
  • [3] Face segmentation in head-and-shoulder video sequences based on facial saliency map
    Li, Hongliang
    Ngan, King N.
    [J]. 2006 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, PROCEEDINGS, 2006, : 2681 - +
  • [4] Model-Based Real-Time Head Tracking
    Jacob Ström
    [J]. EURASIP Journal on Advances in Signal Processing, 2002
  • [5] Model-based real-time head tracking
    Ström, J
    [J]. EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2002, 2002 (10) : 1039 - 1052
  • [6] A Combinatorial Solution for Model-Based Image Segmentation and Real-Time Tracking
    Schoenemann, Thomas
    Cremers, Daniel
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (07) : 1153 - 1164
  • [7] Real-time moving maritime objects segmentation and tracking for video communication
    Wu Qiying
    Cui Huali
    Du Xiaofeng
    Wang Mingfen
    Jin Taisong
    [J]. 2006 10TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS, 2006, : 1257 - +
  • [8] Real-time segmentation and tracking technique of multiple moving objects in video sequence
    Sun, Zhi-Hai
    Zhu, Shan-An
    [J]. Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2008, 42 (09): : 1631 - 1635
  • [9] Real-time video services in multimedia networks
    Pacifici, G
    Karlsson, G
    Garrett, MW
    Ohta, N
    Maxemchuk, N
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1997, 15 (06) : 961 - 964
  • [10] Video Transcoding Architectures for Multimedia Real Time Services
    Bonuccelli, Maurizio A.
    Lonetti, Francesca
    Martelli, Francesca
    [J]. ERCIM NEWS, 2005, (62): : 39 - 40