DocumentCode
1352883
Title
Time-Series Linear Search for Video Copies Based on Compact Signature Manipulation and Containment Relation Modeling
Author
Chiu, Chih-Yi ; Wang, Hsin-Min
Author_Institution
Dept. of Comput. Sci. & Inf. Eng., Nat. Chiayi Univ., Chiayi, Taiwan
Volume
20
Issue
11
fYear
2010
Firstpage
1603
Lastpage
1613
Abstract
This paper presents a novel time-series linear search (TLS) method for detecting video copies. The method utilizes a sliding window to locate window sequences that are near-duplicates of a given query sequence. We address two issues of the conventional TLS method in order to strengthen its video copy detection capability. First, to accelerate the TLS process, we use a sequence-level signature as a compact representation of a video sequence based on the min-hash theory, and develop an efficient heap manipulation technique for fast generation of each window sequence´s signature. Second, to improve the robustness of the TLS method, we use two techniques, namely, window length estimation and threshold transform, to resolve the containment relation problem caused by various types of video transformation and editing, such as frame cropping and speed change. The results of experiments on the MUSCLE-VCD-2007 dataset demonstrate that the proposed method is efficient and robust against different types of video transformation and editing.
Keywords
image sequences; time series; video signal processing; MUSCLE-VCD-2007 dataset; compact signature manipulation; containment relation modeling; containment relation problem; frame cropping; heap manipulation; min-hash theory; near-duplicates; query sequence; sliding window; speed change; threshold transform; time-series linear search; video copy detection; video editing; video transformation; window length estimation; window sequences; Algorithm design and analysis; Complexity theory; Histograms; Indexing; Robustness; Video sequences; Visualization; Content-based retrieval; fingerprint identification; near-duplicate; video copy detection;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2010.2087471
Filename
5604280
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