A weighted harmonic mean Renyi entropy thresholding method with parameter selection

被引:0
作者
机构
[1] College of Science, Henan Agricultural University
来源
Wu, L. (wll-2@tom.com) | 1600年 / Binary Information Press, P.O. Box 162, Bethel, CT 06801-0162, United States卷 / 09期
关键词
Harmonic mean; Hresholding segmentation; Parameter selection; Renyi entropy;
D O I
10.12733/jcis6503
中图分类号
学科分类号
摘要
A harmonic mean Renyi entropy threshold method is proposed based on the thought that the maximum entropy threshold method searches the optimal threshold of the image by maximizing the arithmetical average Renyi entropy of the object and the background. To improve the performance of the proposed method, a weighted harmonic mean threshold method with a self-adaptive weighting parameter method is proposed. We use the uniformity measure, an image segmentation valuation criteria, and particle swarm optimization algorithm to search for the weighting parameter in its searching space. Experimental results show that the proposed method gets better segmentation result than the maximum Renyi entropy thresholding method. © 2013 by Binary Information Press.
引用
收藏
页码:5013 / 5022
页数:9
相关论文
共 15 条
[1]  
Sahoo P.K., Soltani S., Wong A.K.C., A survey of thresholding techniques, Computer Vision, Graphics and Image Processing, 41, pp. 233-260, (1988)
[2]  
Pun T., Entropic thresholding: A new approach, computer vision, Graphics and Image Processing, 16, 3, pp. 210-239, (1981)
[3]  
Kapur J.N., Sahoo P.K., Wong A.K.C., A new method for gray-level picture thresholding using the entropy of the histogram, Computer Vision, Graphics and Image Processing, 29, 3, pp. 273-285, (1985)
[4]  
Abutaleb A.S., Automatic thresholding using the entropy of the histogram, Computer Vision, Graphics and Image Processing, 47, 1, pp. 22-32, (1989)
[5]  
Sahoo P., Wilkins C., Yeage J., Threshold selection using Renyi's entropy, Pattern Recognition, 30, 1, pp. 71-84, (1997)
[6]  
Sahoo P.K., Arora G., A thresholding method based on two-dimensional Renyi's entropy, Pattern Recognition, 37, 6, pp. 1149-1161, (2004)
[7]  
Albuquerque M.P., Esquef I.A., Gesualdi Mello A.R., Image thresholding using Tsallis entropy, Pattern Recognition Letters, 25, 9, pp. 1059-1065, (2004)
[8]  
Sahoo P.K., Arora G., Image thresholding using two-dimensional Tsallis-Havrada-Charvat entropy, Pattern Recognition Letters, 27, 6, pp. 520-528, (2006)
[9]  
Brink A.D., Thresholding of digital images using two-dimensional entropies, Pattern Recognition, 25, 8, pp. 803-808, (1992)
[10]  
Sahoo P.K., Slaaf D.W., Albert T.A., Threshold selection using a minimal histogram entropy difference, Optical Engineering, 36, 7, pp. 1976-1981, (1997)