Machine learning-based soccer video summarization system

Communications in Computer and Information Science

Volumn 263 CCIS, Issue PART 2, 2011, Pages 19-28

  Zawbaa, Hossam M ^a,b   El Bendary, Nashwa ^b,c   Hassanien, Aboul Ella ^a,b   Kim, Tai Hoon ^d  

^a Cairo University   (Egypt)

^b ABO Research Laboratory   (Egypt)

^c Arab Academy for Science Technology and Maritime Transport ^*  (Egypt)

^d Hannam University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

DETECTION PHASE; EVENT DETECTION; GABOR FILTER; K-MEANS ALGORITHM; PRE-PROCESSING; REPLAY DETECTION; SOCCER VIDEO; SUMMARIZATION SYSTEMS; SVM CLASSIFIERS; SYSTEM USE; TWO MACHINES; VIDEO SHOTS; VIDEO STREAMS;

COMPUTER GRAPHICS; IMAGE RETRIEVAL; INFORMATION TECHNOLOGY; NEURAL NETWORKS; SUPPORT VECTOR MACHINES; VIDEO STREAMING;

LEARNING ALGORITHMS;

EID: 84055193663     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-27186-1_3     Document Type: Conference Paper

References (18)

1. Chen, C.-Y.,Wang, J.-C.,Wang, J.-F., Hu, Y.-H.: Event-Based Segmentation of Sports Video UsingMotion Entropy. In: Ninth IEEE International Symposium onMultimedia (ISM2007), pp. 107-111 (2007)
2. Chen, C.-Y., Wang, J.-C., Wang, J.-F., Hu, Y.-H.: Motion Entropy Feature and Its Applications to Event-Based Segmentation of Sports Video. EURASIP Journal on Advances in Signal Processing 2008, Article ID 460913 (2008)
3. D'Orazio, T., Leo, M.: A review of vision-based systems for soccer video analysis. Pattern Recognition 43(8), 2911-2926 (2010)
4. Lotfi, E., Pourreza, H.R.: Event Detection and Automatic Summarization in Soccer Video. In: 4th Iranian Conference on Machine Vision and Image Processing (MVIP 2007), Mashhad, Iran (2007)
5. Yu, B., Zhu, D.H.: Automatic thesaurus construction for spam filtering using revised: back propagation neural network. Journal Expert Systems with Applications 37(1), 24-30 (2010)
6. Bishop, C.M.: Neural networks for pattern recognition. Oxford University Press (1995)
7. Wu, Q., Zhou, D.-X.: Analysis of support vector machine classification. J. Comput. Anal. Appl. 8, 99-119 (2006)
8. Ekin, A.: Sports Video Processing for Description, Summarization and Search. PhD Thesis, University of Rochester, Rochester (2003)
9. Xing-hua, S., Jing-yu, Y.: Inference and retrieval of soccer event. Journal of Communication and Computer 4(3) (2007)
10. Zawbaa, H.M., El-Bendary, N., Hassanien, A.E., Yeo, S.S.: Logo Detection in Broadcast Soccer Videos Using Support Vector Machine. Submitted to: The 2011 Online Conference On Soft Computing in Industerial Applications WWW (WSC16) (2011)
11. Tjondronegoro, D., Chen, Y.P., Pham, B.: The power of play-break for automatic detection and browsing of self-consumable sport video highlights. In: Multimedia Information Retrieval, pp. 267-274 (2004)
12. Ren, R., Jose, J.M.: Football Video Segmentation Based on Video Production Strategy. In: Losada, D.E., Fernaposandez-Luna, J.M. (eds.) ECIR 2005. LNCS, vol. 3408, pp. 433-446. Springer, Heidelberg (2005) (Pubitemid 41272923)
13. Huang, C.-L., Shih, H.-C., Chao, C.-Y.: Semantic analysis of soccer video using dynamic Bayesian network. IEEE Transactions on Multimedia 8(4) (2006)
14. Zhao, Z., Jiang, S., Huang, Q., Ye, Q.: Highlight summarization in soccer video based on goalmouth detection. In: Asia-Pacific Workshop on Visual Information Processing (2006)
15. Wan, K., Yan, X., Yu, X., Xu, C.: Real-time Goal-Mouth Detection in MPEG Soccer Video. In: Proceedings of ACM MM 2003, Berkeley, USA, pp. 311-314 (2003)
16. Sun, X.: Pitch determination and voice quality analysis using subharmonic-to-harmonic ratio. In: The IEEE International Conference on Acoustics, Speech, Signal Processing (ICASSP 2002), Orlando, Florida, USA, vol. 1, pp. 333-336 (2002)
17. Tjondronegoro, D., Chen, Y.P., Pham, B.: Sports video summarization using highlights and play-breaks. In: The fifth ACMSIGMMInternational Workshop on Multimedia Information Retrieval (ACM MIR 2003), Berkeley, USA, pp. 201-208 (2003)
18. Ekin, A., Tekalp, A.M., Mehrotra, R.: Automatic Soccer Video Analysis and Summarization. IEEE Transactions on Image processing 12(7) (2003)