The week's pick
Random Articles
Reseach Article
Lawn Tennis Video Summarization based on Audiovisual and Text Feature Analysis
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 42 - Number 19 |
| Year of Publication: 2012 |
| Authors: Sudhir S. Kanade, Pradeep M. Patil |
10.5120/5803-8126
|
Sudhir S. Kanade, Pradeep M. Patil . Lawn Tennis Video Summarization based on Audiovisual and Text Feature Analysis. International Journal of Computer Applications. 42, 19 ( March 2012), 28-35. DOI=10.5120/5803-8126
Abstract
In this paper, a new video summarization approach for lawn tennis video is presented. The proposed method uses frame color histogram to classify video into play field color shots (PFCS) and non play field color shots (NPFCS). Play field color shots are the segments of interest and used to recognize the tournament class. A dominant colored frame from every PFCS is extracted as a salient frame. Our approach also employs dominant value of PFCS volume and energy. For the each PFCS dominant audio energy value is computed and corresponding key frame is extracted. On-screen text presented in play field color shots provides important semantic information so the last frame of the shot is extracted as key caption. Three key frames based on audio, visual and text information conveyed in every PFCS are extracted and summary of lawn tennis video is created. These key frames of every PFCS serve as accurate localization of the events on the lawn tennis field. Experiments are performed on lawn tennis videos to confirm the efficiency of the proposed method.
References
- Qian Huang, Zhu Liu, Aaron Rosenberg, David Gibbon, and Behzad shahraray, " Automated Generation of News Content Hierarchy by Integrating Audio, Video, and Text Information," pp. 3025-3028, IEEE, 1999.
- Rui Cai,Lie Lu,Hong-Jiang Zhang and Lian-Hong Cai, "Highlight Sound Effects Detection in Audio Stream," ICME 2003,2003 IEEE,pp. III-37 to III-40.
- Xi Shaoo, Changsheng Xu, Mohan S Kankanhalli, "Automatically Generating Summaries for Musical Video," pp. II-547 to II-550, IEEE, 2003.
- Baoxin Li, Hao Pan, and Ibrahim Sezan, "A General Framework for Sport Video Summarization with its Application to Soccer," ICASSP 2003, 2003 IEEE, pp. III-169 to III-172.
- Dian Tjondronegoro and Yi-Ping Phoebe Chen, "Integrating Highlights for More Complete Sport Video Summarization," Published by the IEEE Computer Society pp. 22-37, 2004 IEEE.
- Chen-Hsiu Huang, Chi-Hao Wu, Jin-Hau Kuo, and Ja-Ling Wu, " A Musical–driven Video Summarization System Using Content-aware Mechanisms," pp. 2711-2714, IEEE, 2005.
- Rui Cai, Lie Lu, Alan Hanjalic,Hong-Jiang Zhang,Lian-Hong Cai, "A Flexible Framework for Key Audio Effects Detection and Auditory Context Inference" IEEE Trans. On Audio, Speech and Language Processing vol. 14, No. 3, pp. 1026-1039, May 2006.
- Ahmet Ekin, A. Murat Tekalp, and Rajiv Mehrotra, "Automatic Soccer Video Analysis and Summarization," IEEE Transactions on Image Processing, vol. 12, No. 7, pp. 796-807, July 2003
- N Benjamas, N Cooharojananone, and Chuleerat Jareoskulchai, "Flash light and Player Detection in Fighting Sport for Video Summarization," Proceedings of ISCIT 2005, pp. 426-429, IEEE, 2005.
- Sandra E. F. de Avila, Antonio da Luz Jr. , and Arnaldo de A. Araujo, "VSUMM: A Simple and Efficient Approach for Automatic Video Summarization," IEEE, 2008.
- Costas Panagiotakis, Anastasios Doulamis, and Georgios Tziritas, "Equivalent Key Frame Selection Based On Iso-Content Principles," IEEE Trans. on Circuits and Systems for Video Technology, vol. 19, No. 3,pp. 447-451,March 2009.
- Kamesh Namuduri , " Automatic extraction of highlights from a cricket video using MPEG-7 descriptors," IEEE, 2009.
- Kenichi Fujimura, Koichiro Honda, and Kuniaki Uehara, "Automatic Video Summarization by using Color and Utterance Information," pp 49-52, IEEE, 2002.
- Zhonghua Sun, Kebin Jia, and Hexin Chen, " Video Key Frame Extraction Based on Spatial-temporal Color Distribution," International Conference on Intelligent Information Hiding and Multimedia Signal Processing, , pp 196-199, IEEE, 2008.
- Xi Shao, Changsheng Xu, Mohan S Kankanhalli, "A New Approach to Automatic Music Video Summarization," 2004 International Conference on Image Processing (ICIP), pp. 625-628, IEEE, 2004.
- Wonjun Kim and Changick Kim, "A New Approach for Overlay Text Detection and Extraction from Complex Video Scene," IEEE Trans. On Image Processing, vol. 18, No. 2, pp. 401-411, February 2009.
- M. R. Lyu, J. Song, and M. Cai, "A comprehensive method for multilingual video text detection, localization, and extraction," IEEE Trans. Circuit and Systems for Video Technology, vol. 15, no. 2, pp. 243–255, Feb. 2005.
- Cheolkon Jung, Su Young Lee, and Joongkyu Kim, "Robust Detection of Key Caption for Sports Video Understanding," pp 2520-2523, IEEE, 2008.
- Shingo Uchihashi and Jonathan Foote, " Summarizing Video Using A Shot Importance Measure and A Frame Packing-Algorithm", pp 3041-3044, IEEE 1999.
- I-Cheng Chang and Kun-You Chen, "Content-Selection Based Video Summarization", IEEE, 2007.
- Sudhir S. Kanade, and P. M. Patil, "Representative Frame Decoration Using Unsharp Filter in Video Summarization", ICCSP 2011, IEEE 2011
Index Terms
Keywords