Abstract
In this paper, we propose a mechanism for extracting semantic information from basketball video sequence using audio and video features. After we divide the input video into shots by a simple cut detection algorithm using visual information, we analyze audio signal data to predict the location of an important event from which a cheering sound happens to start using the combination of MFCC features and the LPC entropy. Finally, we extract semantics about class of shot by computer vision techniques such as basketball tracking and related objects detection. Experimental results show that the proposed scheme can concretely extract semantics from basketball video data as compared to the existing methods.
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Babaguchi, N., Kawai, Y., Kitahashi, T.: Event Based Video Indexing by Inter-modal Collaboration, Proc. of the First International Workshop on Multimedia Intelligent Storage and Retrieval Management (MISRM’99) in conjunction with ACM Multimedia Conference, (1999) 1–9
Benitez, A. B. and Smith, J. R.: New Frontiers for intelligent Content-Based Retrieval, Proc. of the SPIE 2001 Conference on Storage and Retrieval for Media Databases (IS&T/SPIE-2001), Vol. 4315, Jan. (2001)
Benitez, A. B., Smith, J.R., Chang, S. F.: MediaNet: A Multimedia Information Network for Knowledge Representation, Proc. of the SPIE 2000 Conference on Internet Multimedia Management Systems (IS&T/SPIE-2000), Vol. 4210, Nov. (2000)
Birchfield, S.: Elliptical Head Tracking Using Intensity Gradients and Color Histogram, IEEE Conf. On Computer Vision and Pattern Recognition, Jun. (1998)
Chang, S.F. and Messerschmitt, D.G.: Manipulation and compositing of mc-dct compressed video, IEEE Journal on Selected Areas in Communications, vol. 13, (1995)1:1–11
Chang, Y., Zeng, W., Kamel, I., Aonso, R.: Integrated Image and Speech Analysis for Content-Based Video Indexing, Proc. of the Third IEEE International Conference on Multimedia Computing and Systems, (1996) 306–313
Kittler, J, Messer, K., Christmas, W. J., Obadia, B.L., Koubarroulis, D.: Generation of Semantic Cues for Sports Video Annotation, Proc. of the ICIP2001, Oct. (2001)
Naphade, M. R. and Huang, T. S.: Semantic Filtering of Video Content, Proc. of the SPIE Conference on Storage and Retrieval for Media Databases, Jan. (2001)
Nepal, S., Srinivasan, U., Reynolds, G.: Automatic Detection of ‘Goal’ Segments in Basketball Videos, Acm Multimedia Sept. (2001)
Rabiner, L. and Schafer, R.: Digital processing of speech signals, Prentice Hall, 1973.
Rui, Y. and Gupta, A., Acero, A.: Automatically Extracting Highlights for TV Baseball Programs, Proc. of the ACM Multimedia, Oct. (2000) 105–115
Zhong, D. and Chang, S.F.: Structure Analysis of Sports video Using Domain Models, IEEE Conference on Multimedia and Exhibition, Aug. (2001)
Zhou, W, Vellaikal, A., Kuo, C.-C. J.: Rule-based Video Classification System for Basketball Video Indexing, ACM Multimedia Oct. (2000)
Zhuang, Y., Rui, Y., Huang, T.S., Mehrotra, S.:Adaptive Key Frame Extraction Using Unsupervised Clustering, Proc. of IEEE International Conference on Image Processing, Oct. (1998) 866–870
Zhuang, Y., Rui, Y., Huang, T.S., Mehrotra, S.: Applying Semantic Association to Support Content-Based Video Retrieval, Proc. of IEEE VLBV98 Workshop, (1998)45–48
Xu, P., Xie, L., Chang, S.F.: Algorithms and Systems for Segmentation and Structure Analysis in Soccer Video, IEEE International Conference on Multimedia and Expo, Aug. (2001)
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Kim, K., Choi, J., Kim, N., Kim, P. (2002). Extracting Semantic Information from Basketball Video Based on Audio-Visual Features. In: Lew, M.S., Sebe, N., Eakins, J.P. (eds) Image and Video Retrieval. CIVR 2002. Lecture Notes in Computer Science, vol 2383. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45479-9_30
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DOI: https://doi.org/10.1007/3-540-45479-9_30
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