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Volumn 113, Issue 1, 2009, Pages 63-79

Scene modeling and change detection in dynamic scenes: A subspace approach

Author keywords

Background subtraction; Principal component analysis; Scene analysis; Time series

Indexed keywords

CORRELATION METHODS; IMAGE ANALYSIS; PIXELS; PRECIPITATION (METEOROLOGY); TIME SERIES ANALYSIS;

EID: 56749183654     PISSN: 10773142     EISSN: 1090235X     Source Type: Journal    
DOI: 10.1016/j.cviu.2008.07.004     Document Type: Article
Times cited : (43)

References (63)
  • 2
    • 0344894747 scopus 로고    scopus 로고
    • Into the woods: visual surveillance of non-cooperative and camouflaged targets in complex outdoor settings
    • Boult T.E., Micheals R.J., Gao X., and Eckmann M. Into the woods: visual surveillance of non-cooperative and camouflaged targets in complex outdoor settings. Proceedings of the IEEE (2001) 1382-1402
    • (2001) Proceedings of the IEEE , pp. 1382-1402
    • Boult, T.E.1    Micheals, R.J.2    Gao, X.3    Eckmann, M.4
  • 3
    • 84944416149 scopus 로고    scopus 로고
    • M. Brand, Incremental singular value decomposition of uncertain data with missing values, in: Proceedings of the European Conference on Computer Vision, Copenhagen, Denmark, May 2002, p. I: 707 pp.
    • M. Brand, Incremental singular value decomposition of uncertain data with missing values, in: Proceedings of the European Conference on Computer Vision, Copenhagen, Denmark, May 2002, p. I: 707 pp.
  • 6
    • 0032653666 scopus 로고    scopus 로고
    • I. Cohen, G. Medioni, Detecting and tracking moving objects in video surveillance, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Ft. Collins, CO, June 1999, pp. II: 319-325.
    • I. Cohen, G. Medioni, Detecting and tracking moving objects in video surveillance, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Ft. Collins, CO, June 1999, pp. II: 319-325.
  • 9
    • 0034849799 scopus 로고    scopus 로고
    • F. de la Torre, M.J. Black, Robust principal component analysis for computer vision. in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, July 2001, pp. I: 362-369.
    • F. de la Torre, M.J. Black, Robust principal component analysis for computer vision. in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, July 2001, pp. I: 362-369.
  • 11
    • 33645307063 scopus 로고    scopus 로고
    • Background and foreground modeling using non-parametric kernel density estimation for visual surveillance
    • Elgammal A., Duraiswami R., Harwood D., and Davis L.S. Background and foreground modeling using non-parametric kernel density estimation for visual surveillance. Proceedings of the IEEE (2002)
    • (2002) Proceedings of the IEEE
    • Elgammal, A.1    Duraiswami, R.2    Harwood, D.3    Davis, L.S.4
  • 12
    • 84944070277 scopus 로고    scopus 로고
    • A. Elgammal, D. Harwood, L. Davis, Non-parametric model for background subtraction. in: Proceedings of the European Conference on Computer Vision, Dublin, Ireland, May 2000, pp. II: 751-767.
    • A. Elgammal, D. Harwood, L. Davis, Non-parametric model for background subtraction. in: Proceedings of the European Conference on Computer Vision, Dublin, Ireland, May 2000, pp. II: 751-767.
  • 13
    • 0032305051 scopus 로고    scopus 로고
    • C. Eveland, K. Konolige, R.C. Bolles, Background modeling for segmentation of video-rate stereo sequences, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition 1998, pp. 266-272.
    • C. Eveland, K. Konolige, R.C. Bolles, Background modeling for segmentation of video-rate stereo sequences, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition 1998, pp. 266-272.
  • 14
    • 56749128478 scopus 로고    scopus 로고
    • N. Friedman, S. Russell, Image segmentation in video sequences: a probabilistic approach, in: Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence(UAI), August 1997.
    • N. Friedman, S. Russell, Image segmentation in video sequences: a probabilistic approach, in: Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence(UAI), August 1997.
  • 16
    • 0033698283 scopus 로고    scopus 로고
    • X. Gao, T.E. Boult, F. Coetzee, V. Ramesh, Error analysis of background adaption, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hilton Head Island, SC, June 2000, pp. I: 503-510.
    • X. Gao, T.E. Boult, F. Coetzee, V. Ramesh, Error analysis of background adaption, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hilton Head Island, SC, June 2000, pp. I: 503-510.
  • 18
    • 0033719694 scopus 로고    scopus 로고
    • M. Greiffenhagen, V. Ramesh, D. Comaniciu, H. Niemann, Statistical modeling and performance characterization of a real-time dual camera surveillance system, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hilton Head, SC, 2000, pp. II: 335-342.
    • M. Greiffenhagen, V. Ramesh, D. Comaniciu, H. Niemann, Statistical modeling and performance characterization of a real-time dual camera surveillance system, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hilton Head, SC, 2000, pp. II: 335-342.
  • 19
    • 0035694422 scopus 로고    scopus 로고
    • M. Greiffenhagen, V. Ramesh, H. Niemann, The systematic design and analysis cycle of a vision system: a case study in video surveillance, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hawaii, December 2001, pp. II: 704-711.
    • M. Greiffenhagen, V. Ramesh, H. Niemann, The systematic design and analysis cycle of a vision system: a case study in video surveillance, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hawaii, December 2001, pp. II: 704-711.
  • 20
    • 0032296592 scopus 로고    scopus 로고
    • W.E.L. Grimson, C. Stauffer, R. Romano, L. Lee, Using adaptive tracking to classify and monitor activities in a site. in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Santa Barbara, CA, June 1998.
    • W.E.L. Grimson, C. Stauffer, R. Romano, L. Lee, Using adaptive tracking to classify and monitor activities in a site. in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Santa Barbara, CA, June 1998.
  • 22
    • 84950000200 scopus 로고    scopus 로고
    • M. Harville, A framework for high-level feedback to adaptive, per-pixel, mixture-of-Gaussian background models, in: Proceedings of the European Conference on Computer Vision, Copenhagen, Denmark, May 2002, p. III: 543 ff.
    • M. Harville, A framework for high-level feedback to adaptive, per-pixel, mixture-of-Gaussian background models, in: Proceedings of the European Conference on Computer Vision, Copenhagen, Denmark, May 2002, p. III: 543 ff.
  • 23
    • 0003301612 scopus 로고    scopus 로고
    • A statistical approach for real-time robust background subtraction and shadow detection
    • Horprasert T., Harwood D., and Davis L.S. A statistical approach for real-time robust background subtraction and shadow detection. In Frame-Rate (1999) 99
    • (1999) In Frame-Rate , pp. 99
    • Horprasert, T.1    Harwood, D.2    Davis, L.S.3
  • 24
    • 85139268287 scopus 로고    scopus 로고
    • Y.A. Ivanov, A.F. Bobick, Recognition of multi-agent interaction in video surveillance, in: Proceedings of the IEEE International Conference on Computer Vision, Kerkyra, Greece, September 1999, pp. 169-176.
    • Y.A. Ivanov, A.F. Bobick, Recognition of multi-agent interaction in video surveillance, in: Proceedings of the IEEE International Conference on Computer Vision, Kerkyra, Greece, September 1999, pp. 169-176.
  • 25
    • 33750900933 scopus 로고    scopus 로고
    • S. Jabri, Z. Duric, H. Wechsler, A. Rosenfeld, Detection and location of people in video images using adaptive fusion of color and edge information, in: Proceedings of the International Conference on Pattern Recognition, vol. IV, 2000, pp. 627-630.
    • S. Jabri, Z. Duric, H. Wechsler, A. Rosenfeld, Detection and location of people in video images using adaptive fusion of color and edge information, in: Proceedings of the International Conference on Pattern Recognition, vol. IV, 2000, pp. 627-630.
  • 26
    • 84964316524 scopus 로고    scopus 로고
    • O. Javed, K. Shafique, M. Shah, A hierarchical approach to robust background subtraction using color and gradient information, in: MVC, Florida, December 2002, pp. 22-27.
    • O. Javed, K. Shafique, M. Shah, A hierarchical approach to robust background subtraction using color and gradient information, in: MVC, Florida, December 2002, pp. 22-27.
  • 28
    • 56749093603 scopus 로고    scopus 로고
    • K.-P. Karmann, A. von Brandt, V Cappellini (Eds.), Time Varying Image Processing and Moving Object Recognition, vol. 2, chapter Moving Object Recognition Using an Adaptive Background Memory, Elsevier, Amsterdam, The Netherlands, 1990.
    • K.-P. Karmann, A. von Brandt, V Cappellini (Eds.), Time Varying Image Processing and Moving Object Recognition, vol. 2, chapter Moving Object Recognition Using an Adaptive Background Memory, Elsevier, Amsterdam, The Netherlands, 1990.
  • 30
    • 78650908081 scopus 로고    scopus 로고
    • D. Koller, J. Weber, J. Malik, Robust multiple car tracking with occlusion reasoning, in: Proceedings of the European Conference on Computer Vision, Stockholm, Sweden, May 1994, pp. 189-196.
    • D. Koller, J. Weber, J. Malik, Robust multiple car tracking with occlusion reasoning, in: Proceedings of the European Conference on Computer Vision, Stockholm, Sweden, May 1994, pp. 189-196.
  • 33
    • 0037324734 scopus 로고    scopus 로고
    • 2tracker: a multi-view approach to segmenting and tracking people in a cluttered scene
    • 2tracker: a multi-view approach to segmenting and tracking people in a cluttered scene. International Journal of Computer Vision 51 3 (2003) 189-203
    • (2003) International Journal of Computer Vision , vol.51 , Issue.3 , pp. 189-203
    • Mittal, A.1    Davis, L.S.2
  • 34
    • 0033680842 scopus 로고    scopus 로고
    • A. Mittal, D.P. Huttenlocher, Scene modeling for wide area surveillance and image synthesis, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hilton Head, SC, 2000, pp. II: 160-167.
    • A. Mittal, D.P. Huttenlocher, Scene modeling for wide area surveillance and image synthesis, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hilton Head, SC, 2000, pp. II: 160-167.
  • 35
    • 5044221727 scopus 로고    scopus 로고
    • A. Mittal, N. Paragios, Motion-based background subtraction using adaptive kernel density estimation, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, 2004, pp. II: 302-309.
    • A. Mittal, N. Paragios, Motion-based background subtraction using adaptive kernel density estimation, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, 2004, pp. II: 302-309.
  • 36
    • 0029215139 scopus 로고    scopus 로고
    • B. Moghaddam, A.P. Pentland, Probabilistic visual learning for object detection, in: Proceedings of the IEEE International Conference on Computer Vision, Boston, MA, 1995, pp. 786-793.
    • B. Moghaddam, A.P. Pentland, Probabilistic visual learning for object detection, in: Proceedings of the IEEE International Conference on Computer Vision, Boston, MA, 1995, pp. 786-793.
  • 38
    • 0034850765 scopus 로고    scopus 로고
    • N. Ohta, A statistical approach to background subtraction for surveillance systems, in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, 2001, pp. II: 481-486.
    • N. Ohta, A statistical approach to background subtraction for surveillance systems, in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, 2001, pp. II: 481-486.
  • 39
    • 0022013023 scopus 로고
    • On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix
    • Oja E., and Karhunen J. On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix. Journal of Mathematical Analysis and Application 106 (1985) 69-84
    • (1985) Journal of Mathematical Analysis and Application , vol.106 , pp. 69-84
    • Oja, E.1    Karhunen, J.2
  • 41
    • 0028330583 scopus 로고
    • N4sid: subspace algorithms for the stochastic identification problem
    • Van Overshee P., and De Moor B. N4sid: subspace algorithms for the stochastic identification problem. Automatica 30 (1994) 75-93
    • (1994) Automatica , vol.30 , pp. 75-93
    • Van Overshee, P.1    De Moor, B.2
  • 42
    • 0035683519 scopus 로고    scopus 로고
    • N. Paragios, V. Ramesh, A MRF-based approach for real-time subway monitoring, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hawaii, December 2001, pp. I: 1034-1040.
    • N. Paragios, V. Ramesh, A MRF-based approach for real-time subway monitoring, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Hawaii, December 2001, pp. I: 1034-1040.
  • 43
    • 29544438000 scopus 로고    scopus 로고
    • Spatio-temporal background models for outdoor surveillance
    • Pless R. Spatio-temporal background models for outdoor surveillance. Journal on Applied Signal Processing (2005)
    • (2005) Journal on Applied Signal Processing
    • Pless, R.1
  • 44
    • 0041941111 scopus 로고    scopus 로고
    • Robert Pless, J. Larson, S. Siebers, B. Westover, Evaluation of local models of dynamic backgrounds, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Madison, WI, 2003.
    • Robert Pless, J. Larson, S. Siebers, B. Westover, Evaluation of local models of dynamic backgrounds, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Madison, WI, 2003.
  • 46
    • 56749112798 scopus 로고    scopus 로고
    • C. Ridder, O. Munkelt, H. Kirchner, Adaptive background estimation and foreground detection using kalman filtering, in: Proceedings of the International Conference on Recent Advances in Mechatronics, 1995, pp. 193-199.
    • C. Ridder, O. Munkelt, H. Kirchner, Adaptive background estimation and foreground detection using kalman filtering, in: Proceedings of the International Conference on Recent Advances in Mechatronics, 1995, pp. 193-199.
  • 47
    • 84944029623 scopus 로고    scopus 로고
    • J. Rittscher, J. Kato, S. Joga, A. Blake, A probabilistic background model for tracking, in: Proceedings of the European Conference on Computer Vision, 2000, pp. II: 336-350.
    • J. Rittscher, J. Kato, S. Joga, A. Blake, A probabilistic background model for tracking, in: Proceedings of the European Conference on Computer Vision, 2000, pp. II: 336-350.
  • 49
    • 84949210666 scopus 로고    scopus 로고
    • M. Seki, H. Fujiwara, K. Sumi, A robust background subtraction method for changing background, in: Workshop on Applications of Computer Vision, 2000, pp. 207-213.
    • M. Seki, H. Fujiwara, K. Sumi, A robust background subtraction method for changing background, in: Workshop on Applications of Computer Vision, 2000, pp. 207-213.
  • 50
    • 0041439660 scopus 로고    scopus 로고
    • Makito Seki, Toshikazu Wada, H. Fujiwara, K. Sumi, Background subtraction based on cooccurrence of image variations, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Madison, WI, 2003.
    • Makito Seki, Toshikazu Wada, H. Fujiwara, K. Sumi, Background subtraction based on cooccurrence of image variations, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Madison, WI, 2003.
  • 51
    • 0034862501 scopus 로고    scopus 로고
    • S. Soatto, G. Doretto, Y.N. Wu, Dynamic textures, in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, July 2001, pp. II: 439-446.
    • S. Soatto, G. Doretto, Y.N. Wu, Dynamic textures, in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, July 2001, pp. II: 439-446.
  • 52
    • 0032634283 scopus 로고    scopus 로고
    • C. Stauffer, W.E.L. Grimson, Adaptive background mixture models for real-time tracking, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Ft. Collins, CO, June 1999, p. II: 252.
    • C. Stauffer, W.E.L. Grimson, Adaptive background mixture models for real-time tracking, in: Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, Ft. Collins, CO, June 1999, p. II: 252.
  • 54
    • 0034850596 scopus 로고    scopus 로고
    • B. Stenger, V. Ramesh, N. Paragios, F. Coetzee, J.M. Buhmann, Topology free hidden Markov models: application to background modeling, in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, 2001, pp. I: 294-301.
    • B. Stenger, V. Ramesh, N. Paragios, F. Coetzee, J.M. Buhmann, Topology free hidden Markov models: application to background modeling, in: Proceedings of the IEEE International Conference on Computer Vision, Vancouver, Canada, 2001, pp. I: 294-301.
  • 55
    • 85139268455 scopus 로고    scopus 로고
    • K. Toyama, J. Krumm, B. Brumitt, B. Meyers, Wallflower: principles and practice of background maintenance, in: Proceedings of the IEEE International Conference on Computer Vision, Kerkyra, Greece, September 1999, pp. 255-261.
    • K. Toyama, J. Krumm, B. Brumitt, B. Meyers, Wallflower: principles and practice of background maintenance, in: Proceedings of the IEEE International Conference on Computer Vision, Kerkyra, Greece, September 1999, pp. 255-261.
  • 57
    • 56749138726 scopus 로고    scopus 로고
    • D. Wang, T. Feng, H. Shum, S. Ma, A novel probability model for background maintenance and subtraction, in: Proceedings of the International Conference on Vision Interface, 2002, p. 109.
    • D. Wang, T. Feng, H. Shum, S. Ma, A novel probability model for background maintenance and subtraction, in: Proceedings of the International Conference on Vision Interface, 2002, p. 109.
  • 60
    • 35348892015 scopus 로고    scopus 로고
    • J. Wright, R. Pless, Analysis of persistent motion patterns using the 3d structure tensor, in: Proceedings of the IEEE Workshop on Motion and Video Computing, 2005, pp. II: 14-19.
    • J. Wright, R. Pless, Analysis of persistent motion patterns using the 3d structure tensor, in: Proceedings of the IEEE Workshop on Motion and Video Computing, 2005, pp. II: 14-19.
  • 61
    • 0027059295 scopus 로고
    • The background primal sketch: an approach for tracking moving objects
    • Yang Y.H., and Levine M.D. The background primal sketch: an approach for tracking moving objects. Machine Vision and Applications 5 (1992) 17-34
    • (1992) Machine Vision and Applications , vol.5 , pp. 17-34
    • Yang, Y.H.1    Levine, M.D.2
  • 62
    • 56749116430 scopus 로고    scopus 로고
    • Y. Zhang, J. Weng, Convergence analysis of complementary candid incremental principal component analysis, Technical report, Department of Computer Science and Engineering, Michigan State University, August 2001.
    • Y. Zhang, J. Weng, Convergence analysis of complementary candid incremental principal component analysis, Technical report, Department of Computer Science and Engineering, Michigan State University, August 2001.
  • 63
    • 0344551957 scopus 로고    scopus 로고
    • J. Zhong, S. Sclaroff, Segmenting foreground objects from a dynamic, textured background via a robust kalman filter, in: Proceedings of the IEEE International Conference on Computer Vision, Nice, France, October 2003, pp. 44-50.
    • J. Zhong, S. Sclaroff, Segmenting foreground objects from a dynamic, textured background via a robust kalman filter, in: Proceedings of the IEEE International Conference on Computer Vision, Nice, France, October 2003, pp. 44-50.


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