Bayesian Foreground and Shadow Detection in Uncertain Frame Rate Surveillance Videos

作者: C. Benedek , T. Sziranyi

DOI: 10.1109/TIP.2008.916989

关键词:

摘要: In in this paper, we propose a new model regarding foreground and shadow detection video sequences. The works without detailed priori object-shape information, it is also appropriate for low unstable frame rate sources. Contribution presented three key issues: 1) novel adaptive model, show the improvements versus previous approaches scenes with difficult lighting coloring effects; 2) give description based on spatial statistics of neighboring pixel values, which enhances background or shadow-colored object parts; 3) how microstructure analysis can be used proposed framework as additional feature components improving results. Finally, Markov random field to enhance accuracy separation. We validate our method outdoor indoor sequences including real surveillance videos well-known benchmark test sets.

参考文章(46)
Attila Licsár, László Czúni, Tamás Szirányi, None, Adaptive stabilization of vibration on archive films computer analysis of images and patterns. ,vol. 2756, pp. 230- 237 ,(2003) , 10.1007/978-3-540-45179-2_29
Csaba Benedek, Tamás Szirányi, Markovian framework for foreground-background-shadow separation of real world video scenes asian conference on computer vision. pp. 898- 907 ,(2006) , 10.1007/11612032_90
R. Cucchiara, C. Grana, G. Neri, M. Piccardi, A. Prati, The Sakbot System for Moving Object Detection and Tracking 2nd European Workshop on Advanced Video-Based Surveillance Systems. pp. 145- 157 ,(2002) , 10.1007/978-1-4615-0913-4_12
William K. Pratt, Digital image processing (2nd ed.) John Wiley & Sons, Inc.. ,(1991)
Z. Kato, Ting-Chuen Pong, Song Guo Qiang, Multicue MRF image segmentation: combining texture and color features international conference on pattern recognition. ,vol. 1, pp. 10660- ,(2002) , 10.1109/ICPR.2002.1044836
Andrew Blake, Carsten Rother, M. Brown, Patrick Perez, Philip Torr, Interactive Image Segmentation Using an Adaptive GMMRF Model european conference on computer vision. pp. 428- 441 ,(2004) , 10.1007/978-3-540-24670-1_33
Richard J. Paltridge, Mitchell G. A. Thomson, Tim Yates, Stephen Westland, Color spaces for discrimination and categorization in natural scenes 9th Congress of the International Colour Association. ,vol. 4421, pp. 877- 880 ,(2002) , 10.1117/12.464640
F. Chaieb, O. Besbes, K. Siala, M. Chakchouk, Moving shadow detection with support vector domain description in the color ratios space international conference on pattern recognition. ,vol. 4, pp. 384- 387 ,(2004) , 10.1109/ICPR.2004.593
Tele Tan, Yang Wang, Adaptive foreground and shadow detection in image sequences uncertainty in artificial intelligence. pp. 552- 559 ,(2002)
S. Chaudhuri, D.R. Taur, High-resolution slow-motion sequencing: how to generate a slow-motion sequence from a bit stream IEEE Signal Processing Magazine. ,vol. 22, pp. 16- 24 ,(2005) , 10.1109/MSP.2005.1406471