Browse > Article

Automatic Indexing Algorithm of Golf Video Using Audio Information  

Kim, Hyoung-Gook (광운대학교 전파공학과)
Publication Information
The Journal of the Acoustical Society of Korea / v.28, no.5, 2009 , pp. 441-446 More about this Journal
Abstract
This paper proposes an automatic indexing algorithm of golf video using audio information. In the proposed algorithm, the input audio stream is demultiplexed into the stream of video and audio. By means of Adaboost-cascade classifier, the continuous audio stream is classified into announcer's speech segment recorded in studio, music segment accompanied with players' names on TV screen, reaction segment of audience according to the play, reporter's speech segment with field background, filed noise segment like wind or waves. And golf swing sound including drive shot, iron shot, and putting shot is detected by the method of impulse onset detection and modulation spectrum verification. The detected swing and applause are used effectively to index action or highlight unit. Compared with video based semantic analysis, main advantage of the proposed system is its small computation requirement so that it facilitates to apply the technology to embedded consumer electronic devices for fast browsing.
Keywords
Adaboost cascade classifier; Audio classification; Onset detection;
Citations & Related Records
연도 인용수 순위
  • Reference
1 D. A. Sadlier, and N. E. O’Connor, "Event detection in field sports video using audio-visual features and a support vector machine," IEEE Transactions on Circuits and Systems for Video Technology, vol. 15, no. 10. pp. 1225-1233, 2005   DOI   ScienceOn
2 H.-G. Kim, J. Jeong, J.-H. Kim, and J. Kim, "Real-time highlight detection in basebaI video for TVs with time-shift function," IEEE Transactions on Consumer Electronics, vol. 54, no. 2, pp. 831-838, 2008   DOI   ScienceOn
3 D. Zhang, and S. F. Chang, "Event detection in baseball video using superimposed caption recognition," Proc. of 10th ACM international Conf. on Multimedia, Juan-les-Pins, France, pp. 315-318, Dec. 2002   DOI
4 A. Ekin, A. M. Tekalp, and R. Mehrotra, "Automatic soccer video analysis and summarization," IEEE Transactions on Image Processing, vol. 12, no. 7, pp. 796-807, 2003   DOI   ScienceOn
5 S. Ravindran, D. V. Anderson, and J. Rehg, "Cascade jump support vector mactine dassifiers," IEEE Workshop on Machine Learning for Signal Processing, pp. 135-139, Sep. 2005   DOI
6 I. Otsuka, R. Radhakrishnan, M. Siracusa, A. Divakaran, and H. Mishima, "An enhanced video summarization system using audio features for a personal video recorder," IEEE Transactions on Consumer Electronics, vol. 52, no. 1, pp. 168-172, 2006   DOI   ScienceOn