Content analysis of video using principal components

IEEE Transactions on Circuits and Systems for Video Technology

Volumn 9, Issue 8, 1999, Pages 1290-1298

  Sahouria, Emile ^b   Zakhor, Avideh ^a,b  

^a IEEE

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Markov chains; Principal component analysis; Scene change detection; Video classification; Video content analysis

Indexed keywords

FEATURE EXTRACTION; IMAGE ANALYSIS; MARKOV PROCESSES; STATISTICAL METHODS; VIDEO SIGNAL PROCESSING;

PRINCIPAL COMPONENT ANALYSIS (PCA); SCENE CHANGE DETECTIONS; VIDEO CONTENT ANALYSIS;

PATTERN MATCHING;

EID: 0033279866     PISSN: 10518215     EISSN: None     Source Type: Journal    
DOI: 10.1109/76.809163     Document Type: Article

References (22)

1. M. W. Berry. Svdpack. [Online]. Available HTTP: http://www.netlib. org/svdpack.
2. S.-F. Chang, W. Chen, H. J. Meng, H. Sundaram, and D. Zhong, "A fully automatic content-based video search engine supporting multi-object spatio-temporal queries," IEEE Trans. Circuits Syst. Video Technol., vol. 8, no. 5, pp. 602-615, 1998.
3. J. Demmel. Lapack. [Online]. Available HTTP: http://www.netlib. org/lapack/.
4. N. Dimitrova and F. Golshani, "Motion recovery for video content classification," ACM Trans. Inform. Syst., vol. 13, no. 4, pp. 408-439, 1995.
5. S. Deerwester, S. T. Dumais, G. W. Furnas, and T. K. Landauer, "Indexing by latent semantic analysis," J. Amer. Soc. Inform. Sci., vol. 41, 391-407, 1990.
6. C. Faloutsos and K.-I. Lin, "Fastmap: A fast algorithm for indexing, data-mining and visualization of traditional and multimedia datasets," in SIGMOD Rec., vol. 24, pp. 163-164, June 1995.
7. Y. Iwai, T. Hata, and M. Yachida, "Gesture recognition based on subspace method and hidden Markov model," in Proc. IROS 97, Sept. 1997, vol. 2, pp. 960-966.
8. G. Iyengar and A. Lippman, "Models for automatic classification of video sequences," in Proc. SPIE Storage and Retrieval for Image and Video Database VI, 1994, vol. 3312, pp. 216-227.
9. _, "Videobook: An experiment in characterization of video," in Proc. ICIP, 1996, vol. 3, pp. 855-858.
10. V. Kobla, D. Doermann, and C. Faloutsos, "Developing high-level representations of video clips using videotrails," in Proc. SPIE, 1998, vol. 3312, pp. 81-92.
11. Y. Rui, T. S. Huang, S. Mehrotra, and M. Ortega, "A relevance feedback architecture for content-based multimedia information retrieval systems," in Proc. IEEE Workshop Content-Based Access of Image and Video Libraries, 1997, pp. 82-89.
12. S. Nagaya, S. Seki, and R. Oka, "A theoretical consideration of pattern space trajectory for gesture spotting recognition," in Proc. 2nd Int. Conf. Automatic Face and Gesture Recognition, 1996, pp. 72-77.
13. A. Pentland, R. Picard, and S. Scarloff, "Photobook: Tools for content-based manipulation of image databases," in Proc. SPIE Conf. Storage and Retrieval of Image and Video Database II, 1994, vol. 2185, pp. 34-47.
14. L. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol. 77, no. 2, pp. 257-286, 1989.
15. E. Sahouria and A. Zakhor, "Motion indexing of video," in Proc. ICIP, 1997, vol. 2, pp. 526-529.
16. T. Starner and A. Pentland, "Real-time american sign language recognition from video using hidden Markov models," in Proc. Int. Symp. Computer Vision, Nov. 1995, pp. 265-270.
17. A. Tewfik and K. Han, "Eigen-image based video segmentation and indexing," in Proc. ICIP, 1997, vol. 2, pp. 538-541.
18. C. Therrien, Decision, Estimation and Classification. New York: Wiley, 1989.
19. N. Vasconcelos and A. Lippman, "Toward semantically meaningful feature spaces for the characterization of video content," in Proc. ICIP, 1997, vol. 1, pp. 25-29.
20. W. Wolf, "Hidden Markov model parsing of video programs," in Proc. ICASSP, 1997, vol. 4, pp. 2609-2611.
21. B.-L. Yeo and B. Liu, "A unified approach to temporal segmentation of motion JPEG and MPEG compressed video," in Proc. Int. Conf. Multimedia Computing and Systems, May 1995, pp. 81-88.
22. M. M. Yeung and B.-L. Yeo, "Time-constrained clustering for segmentation of video into story units," in Proc. ICPR, 1996, pp. 375-380.