Title :
Moving shadow detection with support vector domain description in the color ratios space
Author :
Siala, Kais ; Chakchouk, Moez ; Chaieb, Faten ; Besbes, Olfa
Author_Institution :
Telecommun. Studies & Res. Centre (CERT), RACINES, Ariana, Tunisia
Abstract :
Moving shadow detection is a fundamental step in video-surveillance applications since it is generally confused with foreground. We propose a novel statistical non-parametric method to detect moving shadow in a road traffic image sequences. We consider a diagonal model to describe the shadow distortion in the RGB color space. A support vector domain description (SVDD) algorithm is applied in the color ratios space in order to discriminate shaded pixels from foreground.
Keywords :
image colour analysis; image motion analysis; image sequences; nonparametric statistics; road traffic; video signal processing; color ratios space; moving shadow detection; road traffic image sequences; statistical nonparametric method; support vector domain description; video-surveillance applications; Charge-coupled image sensors; Chromium; Detection algorithms; Intelligent transportation systems; Light sources; Object detection; Probability; Roads; Space technology; Traffic control;
Conference_Titel :
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
Print_ISBN :
0-7695-2128-2
DOI :
10.1109/ICPR.2004.1333783