DocumentCode :
384153
Title :
A wavelet-based watershed image segmentation for VOP generation
Author :
Kim, Jong Bae ; Kim, Hang Joon
Author_Institution :
Dept. of Comput. Eng., Kyungpook Nat. Univ., Deagu, South Korea
Volume :
3
fYear :
2002
fDate :
2002
Firstpage :
505
Abstract :
This paper presents a wavelet-based watershed image segmentation method for extracting video objects from a video sequence. The method is based on a multiresolution application of a wavelet and watershed transformation, followed by a wavelet coefficient-based region merging procedure. The procedure toward complete segmentation consists of four steps: pyramid representation, region segmentation, region merging, and region projection. First, the pyramid representation creates multiresolution images using a wavelet transform. Next, the region segmentation is used to segment the lowest-resolution image of the created multiresolution image. Then, the region merging is merged to segmented regions using the third-order central moment values of the wavelet coefficients. Finally, the region projection is used to recover a full-resolution image by inverse wavelet transform. Experimental results of the presented method can be applied to the segmentation of noise or degraded images and reduction of over-segmentation.
Keywords :
Gaussian noise; computational complexity; image representation; image segmentation; image sequences; wavelet transforms; Gaussian noise; computational complexity; multiresolution images; pyramid representation; region projection; region segmentation; video object plans; video sequence; watershed image segmentation; wavelet coefficient-based region merging; Application software; Degradation; Image resolution; Image segmentation; Merging; Noise reduction; Video compression; Video sequences; Wavelet coefficients; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition, 2002. Proceedings. 16th International Conference on
ISSN :
1051-4651
Print_ISBN :
0-7695-1695-X
Type :
conf
DOI :
10.1109/ICPR.2002.1047987
Filename :
1047987
Link To Document :
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