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2015 | OriginalPaper | Buchkapitel

Detection of Degree of Sickness of Affected Eye Using Fuzzy Logic and Histogram Analysis

verfasst von : Manisha Barman, J. Paul Choudhury, S. Biswas

Erschienen in: Intelligent Computing and Applications

Verlag: Springer India

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Abstract

Cataract is a clouding of the lens inside the eye which leads to a decrease in the vision. It is the most common cause of blindness and is conventionally treated with surgery. The main objective of this paper is to develop a system which helps to detect cataract in affected eyes. The system consists of selection of area of interest from an image of an image and extraction of certain features of images. The proposed work consists of selection of the area of interest from an eye image and formation of membership values and their mean values from the textual properties of the image with an objective to differentiate between the normal and affected eye for the purpose of detection of degree of sickness of the eye. The said work is confirmed from the result as obtained from the irregular frequency distribution of the input image and the value of irregular deviation of the frequency of the image. A set of images consisting of normal and affected eyes has been collected for carrying out this work.

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Literatur
1.
Zurück zum Zitat Danciu, G., Banu, S.M., Ivanovici, M.: Scale and rotation-invariant feature extraction for color images of iris melanoma. In: IEEE 2012, pp. 8–12. ISBN 978-1-4673-1653 Danciu, G., Banu, S.M., Ivanovici, M.: Scale and rotation-invariant feature extraction for color images of iris melanoma. In: IEEE 2012, pp. 8–12. ISBN 978-1-4673-1653
2.
Zurück zum Zitat Senthilkumaran, N., Rajesh, R.: Edge detection techniques for image segmentation —a survey of soft computing approaches. Pattern Recogn. 37(6), 1189–1200 (2004)CrossRef Senthilkumaran, N., Rajesh, R.: Edge detection techniques for image segmentation —a survey of soft computing approaches. Pattern Recogn. 37(6), 1189–1200 (2004)CrossRef
3.
Zurück zum Zitat Leeuwen, J.V.: Computer science today. Recent trends and developments. In: Lecture Notes in Computer Science, vol. 1000. Springer, Berlin, Heidelberg (1995) Leeuwen, J.V.: Computer science today. Recent trends and developments. In: Lecture Notes in Computer Science, vol. 1000. Springer, Berlin, Heidelberg (1995)
4.
Zurück zum Zitat Tobias, O.J., Seara, R.: Image segmentation by histogram thresholding using fuzzy sets. IEEE Trans. Image Process. 11(12), 1457–1465 (2002)CrossRef Tobias, O.J., Seara, R.: Image segmentation by histogram thresholding using fuzzy sets. IEEE Trans. Image Process. 11(12), 1457–1465 (2002)CrossRef
5.
Zurück zum Zitat Ercal, F., Moganti, M., Stoecker, W.V., Moss, R.H.: Detection of skin tumor boundaries in color images. IEEE Trans. Med. Imaging 12(3), 1–8 (1993)CrossRef Ercal, F., Moganti, M., Stoecker, W.V., Moss, R.H.: Detection of skin tumor boundaries in color images. IEEE Trans. Med. Imaging 12(3), 1–8 (1993)CrossRef
6.
Zurück zum Zitat Xu, L., Jackowski, M., Goshtasby, A., Roseman, D., Bines, S., Yu, C., Dhawan, A., Huntley, A.: Segmentation of skin cancer images in image and vision computing. IEEE Trans. Med. Imaging 17, 65–74 (1999) Xu, L., Jackowski, M., Goshtasby, A., Roseman, D., Bines, S., Yu, C., Dhawan, A., Huntley, A.: Segmentation of skin cancer images in image and vision computing. IEEE Trans. Med. Imaging 17, 65–74 (1999)
7.
Zurück zum Zitat Barman, M., Paul Choudhury, J.: A fuzzy rule base system for the diagnosis of heart disease. Int. J. Comput. Appl. (0975 – 8887) 57(7), 46–53 (2012) Barman, M., Paul Choudhury, J.: A fuzzy rule base system for the diagnosis of heart disease. Int. J. Comput. Appl. (0975 – 8887) 57(7), 46–53 (2012)
9.
Zurück zum Zitat CASIA-irisv3, nst. of Automation, Chinese Academy of Sciences CASIA-irisv3, nst. of Automation, Chinese Academy of Sciences
10.
Zurück zum Zitat Cao, W., Che, R., Ye, D.: An illumination-independent edge detection and fuzzy enhancement algorithm based on wavelet transform for non-uniform weak illumination images. Pattern Recogn. Lett. 29(3), 192–199 (2008)CrossRef Cao, W., Che, R., Ye, D.: An illumination-independent edge detection and fuzzy enhancement algorithm based on wavelet transform for non-uniform weak illumination images. Pattern Recogn. Lett. 29(3), 192–199 (2008)CrossRef
11.
Zurück zum Zitat Canny, J.: A computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell. 8(6), 679–698 (1986)CrossRef Canny, J.: A computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell. 8(6), 679–698 (1986)CrossRef
12.
Zurück zum Zitat Daugman, J., Downing, C.: Epigenetic randomness, complexity, and singularity of human iris patterns. Proc. R. Soc. Lond. B Biol. Sci. 268, 1737–1740 (2001)CrossRef Daugman, J., Downing, C.: Epigenetic randomness, complexity, and singularity of human iris patterns. Proc. R. Soc. Lond. B Biol. Sci. 268, 1737–1740 (2001)CrossRef
Metadaten
Titel
Detection of Degree of Sickness of Affected Eye Using Fuzzy Logic and Histogram Analysis
verfasst von
Manisha Barman
J. Paul Choudhury
S. Biswas
Copyright-Jahr
2015
Verlag
Springer India
DOI
https://doi.org/10.1007/978-81-322-2268-2_19