DocumentCode :
342227
Title :
Robust video segmentation employing variable bandwidth object boundary
Author :
Guo, Ju ; Kim, JongWon ; Kuo, C. C Jay
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Volume :
4
fYear :
1999
fDate :
36342
Firstpage :
487
Abstract :
A pixel-wise accurate and interactive video segmentation technique is proposed in this paper to generate a binary mask of moving objects optimized for MPEG-4 object-based video coding. The initial object mask is tracked temporally, and regions are classified into the background region, the object region, and the uncertain region where the pixel is within a certain distance from the tracked object boundary. We exploit the color feature in the L*u*v* space, and use a non-parametric gradient-based iterative color clustering algorithm, known as the mean shift algorithm, to generate the region marker in the background and the object regions. Furthermore, we use the watershed technique to classify pixels in the uncertain region into the background and the object. Finally, by employing a variable bandwidth region boundary, the final mask for moving objects is optimized for MPEG-4 shape coding efficiency. The shape coding efficiency can be improved up to 30% with negligible loss of perceptual quality
Keywords :
gradient methods; image classification; image colour analysis; image segmentation; interactive video; optimisation; video coding; MPEG-4 object-based video coding; MPEG-4 shape coding efficiency; background region; binary mask; color feature; gradient-based iterative color clustering algorithm; interactive video segmentation technique; mean shift algorithm; moving objects; object region; pixel classification; pixel-wise accurate segmentation technique; region classification; robust video segmentation; shape optimization; tracked object boundary; uncertain region; variable bandwidth object boundary; watershed technique; Bandwidth; Data mining; Humans; Iterative algorithms; MPEG 4 Standard; Robustness; Shape; Tracking; Video coding; Visual system;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 1999. ISCAS '99. Proceedings of the 1999 IEEE International Symposium on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-5471-0
Type :
conf
DOI :
10.1109/ISCAS.1999.780048
Filename :
780048
Link To Document :
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