DocumentCode :
49421
Title :
Object Movements Synopsis viaPart Assembling and Stitching
Author :
Yongwei Nie ; Hanqiu Sun ; Ping Li ; Chunxia Xiao ; Kwan-Liu Ma
Author_Institution :
Comput. Sch., Wuhan Univ., Wuhan, China
Volume :
20
Issue :
9
fYear :
2014
fDate :
Sept. 2014
Firstpage :
1303
Lastpage :
1315
Abstract :
Video synopsis aims at removing video´s less important information, while preserving its key content for fast browsing, retrieving, or efficient storing. Previous video synopsis methods, including frame-based and object-based approaches that remove valueless whole frames or combine objects from time shots, cannot handle videos with redundancies existing in the movements of video object. In this paper, we present a novel part-based object movements synopsis method, which can effectively compress the redundant information of a moving video object and represent the synopsized object seamlessly. Our method works by part-based assembling and stitching. The object movement sequence is first divided into several part movement sequences. Then, we optimally assemble moving parts from different part sequences together to produce an initial synopsis result. The optimal assembling is formulated as a part movement assignment problem on a Markov Random Field (MRF), which guarantees the most important moving parts are selected while preserving both the spatial compatibility between assembled parts and the chronological order of parts. Finally, we present a non-linear spatiotemporal optimization formulation to stitch the assembled parts seamlessly, and achieve the final compact video object synopsis. The experiments on a variety of input video objects have demonstrated the effectiveness of the presented synopsis method.
Keywords :
Markov processes; image motion analysis; image representation; nonlinear programming; video signal processing; MRF; Markov random field; frame-based approach; moving video object; nonlinear spatiotemporal optimization formulation; object-based approach; part assembling; part movement assignment problem; part stitching; part-based object movements synopsis method; redundant information; synopsized object representation; video object movements; video synopsis; Educational institutions; Electronic mail; Indexes; Optimization; Redundancy; Three-dimensional displays; Torso; MRF optimization; Video synopsis; belief propagation; part assembling; part stitching;
fLanguage :
English
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
Publisher :
ieee
ISSN :
1077-2626
Type :
jour
DOI :
10.1109/TVCG.2013.2297931
Filename :
6702519
Link To Document :
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