DocumentCode
417787
Title
Audio PCA in a novel multimedia scheme for scene change detection
Author
Kyperountas, Marios ; Cernekova, Zuzana ; Kotropoulos, Constantine ; Gavrielides, Marios ; Pitas, Ioannis
Author_Institution
Dept. of Informatics, Aristotle Univ. of Thessaloniki, Greece
Volume
4
fYear
2004
fDate
17-21 May 2004
Abstract
A novel scene change detection algorithm is proposed in this paper that exploits both audio and video information. Audio frames are projected to the eigenspace and their distance from a reference noise eigenframe is calculated. An analysis is presented that explains why this subspace favors scene cut detection. Video information is used to align audio scene change indications with neighboring shot changes in the visual data, and accordingly to reduce the false alarm rate. Moreover, video fade effects are identified and used independently in order to track scene changes. The detection technique was tested on newscast videos provided by the TRECVID 2003 video test set. The experimental results show that the aforementioned methods used to process the audio and video information complement each other well in tackling the scene change detection problem.
Keywords
audio databases; content-based retrieval; eigenvalues and eigenfunctions; image retrieval; multimedia databases; principal component analysis; video databases; TRECVID 2003 video test set; align audio scene change; audio PCA; audio frames; eigenspace; false alarm rate reduction; multimedia scheme; reference noise eigenframe; scene change detection algorithm; scene cut detection; video fade effects; video information; Acoustic noise; Artificial intelligence; Background noise; Change detection algorithms; Informatics; Information analysis; Laboratories; Layout; Principal component analysis; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-8484-9
Type
conf
DOI
10.1109/ICASSP.2004.1326836
Filename
1326836
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