DocumentCode :
1875169
Title :
Movie summarization based on audiovisual saliency detection
Author :
Evangelopoulos, G. ; Rapantzikos, K. ; Potamianos, A. ; Maragos, P. ; Zlatintsi, A. ; Avrithis, Y.
Author_Institution :
Sch. ofzECE, Nat. Tech. Univ. of Athens, Athens
fYear :
2008
fDate :
12-15 Oct. 2008
Firstpage :
2528
Lastpage :
2531
Abstract :
Based on perceptual and computational attention modeling studies, we formulate measures of saliency for an audiovisual stream. Audio saliency is captured by signal modulations and related multi-frequency band features, extracted through nonlinear operators and energy tracking. Visual saliency is measured by means of a spatiotemporal attention model driven by various feature cues (intensity, color, motion). Audio and video curves are integrated in a single attention curve, where events may be enhanced, suppressed or vanished. The presence of salient events is signified on this audiovisual curve by geometrical features such as local extrema, sharp transition points and level sets. An audiovisual saliency-based movie summarization algorithm is proposed and evaluated. The algorithm is shown to perform very well in terms of summary informativeness and enjoyability for movie clips of various genres.
Keywords :
audio signal processing; feature extraction; tracking; video signal processing; video streaming; audiovisual saliency detection; energy tracking; movie summarization; multifrequency band feature extraction; nonlinear operator; perceptual modeling; signal modulation; spatiotemporal attention model; video streaming; Acoustic noise; Frequency modulation; Gabor filters; Humans; Image retrieval; Information analysis; Motion pictures; Music; Speech; Streaming media; audio processing; audiovisual saliency; movie summarization; video processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2008.4712308
Filename :
4712308
Link To Document :
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