Fast recursive algorithms for two-dimensional thresholding

被引:86
作者
Gong, JA [1 ]
Li, LY [1 ]
Chen, WN [1 ]
机构
[1] Southeast Univ, Res Inst Automat, Nanjing 210018, Peoples R China
关键词
image; segmentation; thresholding; recursive algorithm; entropy;
D O I
10.1016/S0031-3203(97)00043-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Two-Dimensional (2D) thresholding behaves well in segmenting images of low siginal-to-noise ratio. But the computation complexity of the conventional 2D entropic algorithm is bounded by O(L-4). In this paper, firstly, a fast recursive 2D entropic thresholding algorithm is proposed. By rewriting the formula for calculation of entropy in recurrence form, a lengthy calculation is saved. Analysis shows that the computation complexity of 2D entropic thresholding is reduced to O(L-2). The fast recursive algorithm is also used successfully in 2D Otsu thresholding method. Experimental results show that the processing time of each image is reduced from more than 2 h to less than 10 s. The required memory space is also greatly reduced. (C) 1997 Pattern Recognition Society. Published by Elsevier Science Ltd.
引用
收藏
页码:295 / 300
页数:6
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