On multi-view video segmentation for object-based coding

被引:5
|
作者
Zhu, Zhongjie [1 ]
Wang, Yuer [1 ]
Jiang, Gangyi [2 ]
机构
[1] Zhejiang Wanli Univ, Ningbo Key Lab DSP, Ningbo 315100, Zhejiang, Peoples R China
[2] Ningbo Univ, Inst Circuits & Syst, Ningbo 315211, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Multi-view video; Perceptually consistent segmentation; Motion and disparity information; Region merging; Contour-based object tracking; IMAGES; COLOR;
D O I
10.1016/j.dsp.2012.05.006
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A novel scheme for multi-view segmentation and tracking is proposed aiming to acquire perceptually consistent results for object-based coding. Firstly, a classic image segmentation technique is employed to perform initial segmentation to divide the whole image into spatially homogeneous regions. Secondly, the motion information is extracted based on frame differences and the disparity information is derived by employing a classic disparity estimation technique. Thirdly, a novel scheme is proposed to perform merging of the initial segmentation results based on both motion and disparity information to remove over-segmented regions and extract perceptually consistent semantic objects. Finally, a contour-based tracking algorithm is proposed to implement accurate and robust object tracking along both temporal and view directions. Experiments are conducted and the results demonstrate that the proposed scheme is effective and, compared with the existing technique, it can acquire more perceptually consistent results. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:954 / 960
页数:7
相关论文
共 50 条
  • [21] Object Segmentation in Multi-view Video via Color, Depth and Motion Cues
    Cigla, Cevahir
    Alatan, A. Aydin
    2009 IEEE 17TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, VOLS 1 AND 2, 2009, : 886 - 889
  • [22] ASYMMETRIC MULTI-VIEW VIDEO CODING BASED ON CHROMINANCE RECONSTRUCTION
    Shao, Feng
    Jiang, Gangyi
    Yu, Mei
    You, Junyong
    2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010), 2010, : 962 - 967
  • [23] Image stitch-based multi-view video coding
    Sohn, Kwanghoon
    Kim, Yongtae
    Ko, Hyunsuk
    Seo, Jungdong
    THREE-DIMENSIONAL TV, VIDEO, AND DISPLAY VI, 2007, 6778
  • [24] Multi-View Object Segmentation in Space and Time
    Djelouah, Abdelaziz
    Franco, Jean-Sebastien
    Boyer, Edmond
    Le Clerc, Francois
    Perez, Patrick
    2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, : 2640 - 2647
  • [25] Sparse Multi-View Consistency for Object Segmentation
    Djelouah, Abdelaziz
    Franco, Jean-Sebastien
    Boyer, Edmond
    Le Clerc, Francois
    Perez, Patrick
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2015, 37 (09) : 1890 - 1903
  • [26] Coding statistics based fast mode decision for multi-view video coding
    Chan, Chia-Chi
    Tang, Chih-Wei
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2013, 24 (06) : 686 - 699
  • [27] Chrominance Compensation for Multi-View Video Coding
    Park, Min-Woo
    Park, Jong-Tae
    Park, Gwang-Hoon
    Suh, Doug-Young
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2009, E92D (02) : 353 - 356
  • [28] Adaptive Learning Based View Synthesis Prediction for Multi-View Video Coding
    Jinhui Hu
    Ruimin Hu
    Zhongyuan Wang
    Ge Gao
    Mang Duan
    Yan Gong
    Journal of Signal Processing Systems, 2014, 74 : 115 - 126
  • [29] Multi-View Video Codec with Fractal Coding
    Zhu, Shiping
    Li, Liyun
    2013 IEEE INTERNATIONAL CONFERENCE ON IMAGING SYSTEMS AND TECHNIQUES (IST 2013), 2013, : 354 - 358
  • [30] Blind Configuration of Multi-View Video Coding
    Hussein, Hany S.
    El-Khamy, Mostafa
    El-Sharkawy, Mohamed
    2012 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2012, : 392 - 393