Image thresholding using restricted equivalence functions and maximizing the measures of similarity

In this paper we apply restricted equivalence functions to the computation of the threshold of an image. In the first part we present an algorithm for obtaining the best threshold of a grayscale image with a single object. In the second part we study different algorithms for calculating the optimal threshold. Then we analyze two algorithms for obtaining a sequence of optimal thresholds in images with several objects. Lastly, we compare our results with those obtained with other methods and carry out a study of the time efficiency of the methods we propose.

[1]  A. K. Ray,et al.  Threshold selection using fuzzy set theory , 2004, Pattern Recognit. Lett..

[2]  Sang Uk Lee,et al.  A comparative performance study of several global thresholding techniques for segmentation , 1990, Comput. Vis. Graph. Image Process..

[3]  M. Forero-Vargas,et al.  Fuzzy Thresholding and Histogram Analysis , 2003 .

[4]  Humberto Bustince,et al.  Restricted equivalence functions , 2006, Fuzzy Sets Syst..

[5]  Hong Yan,et al.  Fuzzy Algorithms: With Applications to Image Processing and Pattern Recognition , 1996, Advances in Fuzzy Systems - Applications and Theory.

[6]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[7]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[8]  James M. Keller,et al.  Fuzzy Models and Algorithms for Pattern Recognition and Image Processing , 1999 .

[9]  A. K. Ray,et al.  Fuzzy measures for color image retrieval , 2005, Fuzzy Sets Syst..

[10]  Hamid R. Tizhoosh,et al.  Image thresholding using type II fuzzy sets , 2005, Pattern Recognit..

[11]  Weixin Xie,et al.  Some notes on similarity measure and proximity measure , 1999, Fuzzy Sets Syst..

[12]  P.K Sahoo,et al.  A survey of thresholding techniques , 1988, Comput. Vis. Graph. Image Process..

[13]  Manuel Guillermo Forero Vargas,et al.  New formulation in image thresholding using fuzzy logic , 2002 .

[14]  Weixin Xie,et al.  Subsethood measure: new definitions , 1999, Fuzzy Sets Syst..

[15]  D. Ville,et al.  Fuzzy Filters for Image Processing , 2003 .

[16]  Bobby Schmidt,et al.  Fuzzy math , 2001 .

[17]  Liu Xuecheng,et al.  Entropy, distance measure and similarity measure of fuzzy sets and their relations , 1992 .

[18]  Chris A. Glasbey,et al.  An Analysis of Histogram-Based Thresholding Algorithms , 1993, CVGIP Graph. Model. Image Process..

[19]  B. Baets,et al.  A comparative study of similarity measures , 1995 .

[20]  Etienne E. Kerre,et al.  Using similarity measures and homogeneity for the comparison of images , 2004, Image Vis. Comput..

[21]  Mao-Jiun J. Wang,et al.  Image thresholding by minimizing the measures of fuzzines , 1995, Pattern Recognit..