Automatic seeded region growing based on gradient vector flow for color image segmentation

被引:6
作者
He, Yuan [1 ]
Luo, Yupin [1 ]
Hu, Dongcheng [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
segmentation; color image processing; gradient vector flow; seeded region growing; region merging;
D O I
10.1117/1.2724876
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose a novel automatic seeded region growing method based on gradient vector flow (GVF) for color image segmentation. YCbCr color space is selected to avoid the high correlation of RGB color space. First, a GVF field is constructed from an edge map of the input image. Then a scaler force field is derived from it by minimizing an energy functional iteratively. From the scalar field, we can select a set of seeds and get an initial segmentation via a straightforward downstream process. Finally, a region adjacency graph-based region merging is applied to merge similar neighboring regions into true results. Experimental results demonstrate that this method is insensitive to noises and efficient to multiple objects segmentation in color images. (C) 2007 Society of Photo-Optical Instrumentation Engineers.
引用
收藏
页数:7
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