A global probabilistic framework for the foreground, background and shadow classification task

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2009, Pages 3189-3192

  Landabaso, Jose Luis ^a   Pujol Alcolado, Jose Carlos ^a   Montserrat, Tomas ^a   Marimon, David ^a   Civit, Jaume ^a   Escoda, Oscar Divorra ^a  

^a TELEFONICA RESEARCH   (Spain)

Author keywords

Belief propagation; Foreground segmentation; Global; Markov random fields; Shadow removal

Indexed keywords

IMAGE SEGMENTATION; IMAGING SYSTEMS; MATHEMATICAL MORPHOLOGY; MAXIMUM LIKELIHOOD ESTIMATION; STOCHASTIC MODELS;

BELIEF PROPAGATION; BELIEF PROPAGATION ALGORITHM; CONNECTED COMPONENT ANALYSIS; FOREGROUND SEGMENTATION; GLOBAL METHODS; GLOBAL OPTIMAL SOLUTIONS; LOCAL METHODS; MARKOV RANDOM FIELDS; MAXIMUM A POSTERIORI; POST-PROCESSING TECHNIQUES; PROBABILISTIC FRAMEWORK; SALT-AND-PEPPER NOISE; SHADOW CLASSIFICATION; SHADOW REMOVAL;

PIXELS;

EID: 77951947644     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2009.5414388     Document Type: Conference Paper

References (13)

1. Ahmed Elgammal, Ramani Duraiswami, David Harwood, and Larry S. Davis, "Non-parametric model for background subtraction," in Proceedings of International Conference on Computer Vision. Sept 1999, IEEE Computer Society. 1
2. T. Horpraset, D. Harwood, and L. Davis, "A statistical approach for real-time robust background subtraction and shadow detection," in Proceedings of International Conference on Computer Vision. 1999, IEEE Computer Society. 1, 2
3. Haritaoglu, D. Harwood, and L. Davis, "W4: Real time surveillance of people and their activities," IEEE Transactions on Pattern Analysis and Machine Intelligence, August 2000. 1
4. Stephen J. McKenna, Sumer Jabri, Zoran Duric, Azriel Rosenfeld, and Harry Wechsler, "Tracking groups of people," Computer Vision and Image Understanding, vol. 80, no. 1, pp. 42-56, 2000. 1
5. Chris Stauffer and W. Eric L. Grimson, "Learning patterns of activity using real-time tracking," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 22, no. 8, pp. 747-757, 2000. 1
6. Christopher Richard Wren, Ali Azarbayejani, Trevor Darrell, and Alex Paul Pentland, "Pfinder: Real-time tracking of the human body," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 780-785, 1997. 1
7. Andrea Prati, Ivana Mikic, Mohan M. Trivedi, and Rita Cucchiara, "Detecting moving shadows: Algorithms and evaluation," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, pp. 918-923, 2003. 1
8. Nir Friedman and Stuart J. Russell, "Image segmentation in video sequences: A probabilistic approach," in Proceedings of Conference on Uncertainty in Artificial Intelligence, 1997, pp. 175-181. 1
9. J. L. Landabaso and M. Pardàs, "Cooperative background modelling using multiple cameras towards human detection in smart-rooms (invited paper)," in Proceedings of European Signal Processing Conference, 2006. 2
10. Wayne P. Power and Johann A. Schoonees, "Understanding background mixture models for foreground segmentation," in Proceedings of Image and Vision Computing New Zealand, 2002. 2
11. J. L. Landabaso, M. Pardàs, and L.-Q. Xu, "Shadow removal with blob-based morphological reconstruction for error correction," in Proceedings of International Conference on Acoustics, Speech and Signal Processing, Philadelphia, PA, USA, March 2005, IEEE Computer Society. 2
12. Ahmed Elgammal, Ramani Duraiswami, David Harwood, and Larry S. Davis, "Background and foreground modeling using nonparametric kernel density for visual surveillance," in Proceedings of the IEEE, July 2002, vol. 90, pp. 1151-1163.
13. P. Felzenszwalb and D. Huttenlocher, "Efficient belief propagation for early vision," Computer Vision and Pattern Recognition, 2004. CVPR 2004. Proceedings of the 2004 IEEE Computer Society Conference on, vol. 1, pp. I-261-I-268 Vol.1, 2004. 3