Title :
A highlight scene detection and video summarization system using audio feature for a personal video recorder
Author :
Otsuka, Isao ; Nakane, Kazuhiko ; Divakaran, Ajay ; Hatanaka, Keiji ; Ogawa, Masaharu
Author_Institution :
Adv. Technol. R&D Center, Mitsubishi Electr. Corp., Kyoto, Japan
Abstract :
The personal video recorder such as recordable-DVD recorder, Blu-ray disc recorder and/or hard disc recorder has become popular for a large volume storage device for video/audio content data and a browsing function that would quickly provide a desired scene to the user is required as an essential part of such a large capacity recording/playback system. We propose a highlight scene detection function by using only \´audio\´ features and realize a browsing function for the recorder that enables completely automatic detection of sports highlights. We detect sports highlights by identifying portions with "commentator\´s excited speech" using Gaussian mixture models (GMM\´s) trained using the MDL criterion. Our computation is carried out directly on the MDCT coefficients from the AC-3 coefficients thus giving us a tremendous speed advantage. Our accuracy of detection of sports highlights is high across a variety of sports.
Keywords :
Gaussian processes; audio signal processing; meta data; video recording; video signal processing; video streaming; Blu-ray disc recorder; Gaussian mixture model; audio content data; audio feature; commentator excited speech; hard disc recorder; highlight scene detection function; large capacity playback system; large capacity recording system; personal video recorder; recordable-DVD recorder; sports highlight detection; video content data; video summarization system; Audio recording; DVD; Digital signal processing; Disk recording; Feature extraction; Hard disks; Humans; Layout; Multimedia communication; Video recording;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2005.1405707