Fast Min-Hashing Indexing and Robust Spatio-Temporal Matching for Detecting Video Copies

被引:21
作者
Chiu, Chih-Yi
Wang, Hsin-Min [1 ]
Chen, Chu-Song [1 ]
机构
[1] Acad Sinica, Inst Informat Sci, Taipei 115, Taiwan
关键词
Algorithms; Design; Experimentation; Performance; Content-based copy detection; near-duplicate; histogram pruning; NEAREST-NEIGHBOR; RETRIEVAL; FRAMEWORK;
D O I
10.1145/1671962.1671966
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The increase in the number of video copies, both legal and illegal, has become a major problem in the multimedia and Internet era. In this article, we propose a novel method for detecting various video copies in a video sequence. To achieve fast and robust detection, the method fully integrates several components, namely the min-hashing signature to compactly represent a video sequence, a spatio-temporal matching scheme to accurately evaluate video similarity compiled from the spatial and temporal aspects, and some speedup techniques to expedite both min-hashing indexing and spatio-temporal matching. The results of experiments demonstrate that, compared to several baseline methods with different feature descriptors and matching schemes, the proposed method which combines both global and local feature descriptors yields the best performance when encountering a variety of video transformations. The method is very fast, requiring approximately 0.06 seconds to search for copies of a thirty-second video clip in a six-hour video sequence.
引用
收藏
页数:23
相关论文
共 36 条
[11]   NeTra-V: Toward an object-based video representation [J].
Deng, YN ;
Manjunath, BS .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1998, 8 (05) :616-627
[12]   FINDING WALDO, OR FOCUS OF ATTENTION USING LOCAL COLOR INFORMATION [J].
ENNESSER, F ;
MEDIONI, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (08) :805-809
[13]  
HAMPAPUR A, 2001, P IEEE INT C MULT EX, P737
[14]  
Hoad TC, 2006, ACM T INFORM SYST, V24, P1, DOI 10.1145/1125857.1125858
[15]  
Hua XS, 2004, IEEE IMAGE PROC, P685
[16]   Query by video clip [J].
Jain, AK ;
Vailaya, A ;
Wei, X .
MULTIMEDIA SYSTEMS, 1999, 7 (05) :369-384
[17]   Content-based copy retrieval using distortion-based probabilistic similarity search [J].
Joly, Alexis ;
Buisson, Olivier ;
Frelicot, Carl .
IEEE TRANSACTIONS ON MULTIMEDIA, 2007, 9 (02) :293-306
[18]   A quick search method for audio and video signals based on histogram pruning [J].
Kashino, K ;
Kurozumi, T ;
Murase, H .
IEEE TRANSACTIONS ON MULTIMEDIA, 2003, 5 (03) :348-357
[19]  
Ke Y., 2004, ACM MULTIMEDIA 04, P869
[20]  
Kim C, 2005, IEEE T CIRC SYST VID, V15, P127