DocumentCode
419863
Title
Fast and robust search method for short video clips from large video collection
Author
Yuan, Junsong ; Tian, Qi ; Ranganath, Surendra
Author_Institution
Inst. for Infocomm Res., Singapore, Singapore
Volume
3
fYear
2004
fDate
23-26 Aug. 2004
Firstpage
866
Abstract
In this paper a fast and robust method is proposed to search a large video collection for given short clips. Compared with existing video searching methods which use visual features only, our scheme performs a two-phase hierarchical matching technique using visual and audio features successively. Considering that video sampling rate (25 or 30 fps) is much lower than that of audio (8 to 48 kHz), a coarse search is implemented with sub-sampled video frames first, and then potential matches are verified and accurately located using fine audio features. Both features are extracted directly from MPEG compressed video for computational efficiency. Experiments have been conducted on over 10.5 hours of video to search for re-occurrences of 83 TV commercials and one news lead-out clip. All the 220 instances are correctly detected with no false alarm. Our experiments also show that the proposed method is robust to variations of video bit rate, frame rate, frame size and color shifting.
Keywords
audio signal processing; feature extraction; sampling methods; search problems; video signal processing; MPEG compressed video; TV commercials; audio feature extraction; robust search method; short video clips; two phase hierarchical matching technique; video bit rate; video collection; video color shifting; video frame rate; video frame size; video sampling rate; video searching method; visual feature extraction; Computational efficiency; Feature extraction; Robustness; Sampling methods; Search methods; Streaming media; TV; Transform coding; Video compression; Videoconference;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
ISSN
1051-4651
Print_ISBN
0-7695-2128-2
Type
conf
DOI
10.1109/ICPR.2004.1334665
Filename
1334665
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