Title :
An enhanced video summarization system using audio features for a personal video recorder
Author :
Otsuka, Isao ; Radhakrishnan, Regunathan ; Siracusa, Michael ; Divakaran, Ajay ; Mishima, Hidetoshi
Author_Institution :
Center for Adv. Technol. R&D, Mitsubishi Electr. Corp., Kyoto, Japan
Abstract :
We extend our sports video browsing framework for personal video recorders, such as DVD recorders, blu-ray disc recorders and/or hard disc recorders, to other genres. We reduce the computational complexity by reducing the number of audio classes to a small but useful set that is useful for both sports video and music video, as well as by reducing the complexity of the Gaussian mixture models. Our extension to music video content consists of detecting music/song periods by compensating for false alarms. Our results indicate that our enhanced audio-only summarization maintains the sports video performance and works well with music video content. We can therefore integrate the enhancement into our product while in fact reducing the computational complexity.
Keywords :
Gaussian processes; audio signal processing; computational complexity; signal classification; signal detection; sport; video recording; video signal processing; Gaussian mixture models; audio classification; audio feature analysis; audio segmentation; audio-only summarization; computational complexity; enhanced video summarization system; music video content; music-song detection; personal video recorder; sports video browsing framework; Audio recording; Computational complexity; DVD; Hard disks; Layout; Research and development; Signal analysis; Speech; Streaming media; Video recording;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2006.1605043