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
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;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2010.2087471