Browsing and exploration of video sequences: A new scheme for key frame extraction and 3D visualization using entropy based Jensen divergence

被引:32
作者
Xu, Qing [1 ]
Liu, Yu [1 ]
Li, Xiu [1 ]
Yang, Zhen [1 ]
Wang, Jie [1 ]
Sbert, Mateu [2 ]
Scopigno, Riccardo [3 ]
机构
[1] Tianjin Univ, Sch Comp Sci & Technol, Tianjin 300072, Peoples R China
[2] Univ Girona, Graph & Imaging Lab, Girona 17071, Spain
[3] Ist Super Mario Boella, Multi Layer Wireless Solut, I-10138 Turin, Italy
关键词
Jensen-Shannon divergence ([!text type='JS']JS[!/text]D); Jensen-Renyi divergence (JRD); Jensen-Tsallis divergence (JTD); Video key frame extraction; Video key frame visualization; 3D visualization; ABSTRACTION;
D O I
10.1016/j.ins.2014.03.088
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a unified scheme for video browsing and exploration. Our scheme involves two components, video key frame extraction and 3D visualization. For key frame extraction, we develop a generic approach in which the Jensen-Shannon divergence (JSD), Jensen-Renyi divergence (JRD) and Jensen-Tsallis divergence (JTD) are investigated for measuring the difference between neighboring video frames, segmenting a video clip into shots then possibly into sub-shots, and choosing key frames in each shot. Our novel approach is computationally inexpensive and yet effective, as shown by experimental results. As for 3D visualization, an innovative prototype, in which key frames, their related information and video contexts are displayed, is created for video exploration. Our visualization tool also contributes to easily locating, highlighting and removing the possible redundant key frames. The key frames selected by our proposed approach and their corresponding visualization interface are combined to lead to a fast grasp of video contents. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:736 / 756
页数:21
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