Fusion of color and edge information for improved segmentation and edge linking

被引:69
作者
Saber, E
Tekalp, AM
Bozdagi, G
机构
[1] UNIV ROCHESTER,CTR ELECT IMAGING SYST,ROCHESTER,NY 14627
[2] XEROX CORP,SYST & PLATFORMS DEV,WEBSTER,NY 14580
[3] XEROX CORP,DIGITAL IMAGING TECHNOL CTR,WEBSTER,NY 14580
基金
美国国家科学基金会;
关键词
color segmentation; split and merge; edge-linking;
D O I
10.1016/S0262-8856(97)00019-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new method for combined color image segmentation and edge linking. The image is first segmented based on color information only. The segmentation map is modeled by a Gibbs random field, to ensure formation of spatially contiguous regions. Next, spatial edge locations are determined using the magnitude of the gradient of the 3-channel image vector field. Finally, regions in the segmentation map are split and merged by a region-labeling procedure to enforce their consistency with the edge map. The boundaries of the final segmentation map constitute a linked edge map. Experimental results are reported. (C) 1997 Elsevier Science B.V.
引用
收藏
页码:769 / 780
页数:12
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