A fast region merging algorithm for watershed segmentation

被引:0
|
作者
Wang, J [1 ]
Lu, HQ [1 ]
Eude, G [1 ]
Liu, QS [1 ]
机构
[1] Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100080, Peoples R China
关键词
watershed segmentation; region merging;
D O I
暂无
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 presents a new fast method for region merging after watershed segmentation. We name it Watershed Collapsing Algorithm (WCA), as its merging operation mimics the watershed collapsing and water flooding process to a great extent. The three stages of the algorithm are discussed in detail: Initialization, Region Dissimilarity Estimation, Watershed Collapsing and Region Flooding. In Region Dissimilarity Estimation stage, Butterworth Low-pass Filter is adopted to improve the Region Dissimilarity Function, which estimates the similarity of adjacent regions. The kernel of whole algorithm in WCA is the merging method based oil a flooding process analogy, Experimental results on various images demonstrate the efficiency of the presented algorithm. And statistics of execution time indicate that the proposed algorithm is much faster than region-based methods.
引用
收藏
页码:781 / 784
页数:4
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