MULTIRESOLUTION ANALYSIS OF RIDGES AND VALLEYS IN GRAY-SCALE IMAGES

被引:80
作者
GAUCH, JM
PIZER, SM
机构
[1] UNIV N CAROLINA,DEPT COMP SCI,MULTIDEPT MED IMAGE DISPLAY RES GRP,CHAPEL HILL,NC 27514
[2] UNIV N CAROLINA,DEPT COMP SCI,GRAPH & IMAGE LAB,CHAPEL HILL,NC 27514
[3] UNIV N CAROLINA,DEPT RADIOL,CHAPEL HILL,NC 27514
[4] UNIV N CAROLINA,DEPT RADIAT ONCOL,CHAPEL HILL,NC 27514
关键词
COMPUTER VISION; CURVATURE EXTREMA; GEOMETRIC MODELS; MULTIRESOLUTION ANALYSIS; RIDGES; SHAPE ANALYSIS; SYMMETRICAL AXIS; VALLEYS; WATERSHED BOUNDARIES;
D O I
10.1109/34.216734
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes two methods of identifying and analyzing the multiresolution behavior of ridges and valleys in grey-scale images. The first method uses the tools of differential geometry to focus on local image behavior. The resulting vertex curves mark the tops of ridges and bottoms of valleys in an image. The second method focuses on the global drainage patterns of rainfall on a terrain map. The resulting watershed boundaries also identify the tops of ridges and bottoms of valleys in an image. By following these two geometric representations through scale space, we build resolution hierarchies on ridges and valleys in the image that can be utilized for interactive image segmentation.
引用
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页码:635 / 646
页数:12
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