Title :
Background modeling and subtraction by codebook construction
Author :
Kim, Kyungnain ; Chalidabhongse, Thanarat H. ; Harwood, David ; Davis, Larry
Author_Institution :
Comput. Vision Lab., Maryland Univ., College Park, MD, USA
Abstract :
We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like motion over a long period of time under limited memory. Our method can handle scenes containing moving backgrounds or illumination variations (shadows and highlights), and it achieves robust detection for compressed videos. We compared our method with other multimode modeling techniques.
Keywords :
data compression; image colour analysis; image motion analysis; image representation; image sequences; quantisation (signal); video coding; background modeling; background subtraction; codebook construction; image sequence; multimode modeling technique; video compression; Brightness; Computer vision; Educational institutions; Gaussian processes; Image coding; Information technology; Layout; Lighting; Pixel; Robustness;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1421759