Title :
Retinal image enhancement by index of fuzziness in multi-mode histogram
Author :
Intajag, Sathit ; Chatthai, Rungrat ; Tipsuwanporn, Vittaya
Author_Institution :
Dept. of Instrum. Eng., King Mongkut´´s Inst. of Technol. Ladkrabang, Bangkok
Abstract :
Evaluation of a retinal image is widely employed to help doctors diagnose many diseases, such as diabetes or hypertension. From acquisition process, retinal images often have low grey level contrast and dynamic range. This paper proposes histogram analysis for solving the problems of retinal image enhancement. The proposed method uses fuzzy set to enhance the images by partitioning the image histogram to multimodes with derivative equation. Each mode of the histogram is contrasted by finding the optimal crossover point of S-function with an index of fuzziness, which is designed for contrasting a field of view in the images. Our algorithm can achieve a number of properties of an importance for contrast stretching, such as compressed the noise in background and produced a high contrast in the field of view that provide feasibility in diagnosis from a retinal image.
Keywords :
eye; fuzzy set theory; image enhancement; medical disorders; medical image processing; statistical analysis; contrast stretching; derivative equation; disease; fuzzy index; fuzzy set; grey level contrast; multimode histogram; optimal crossover point; patient diagnosis; retinal image enhancement; Diabetes; Diseases; Dynamic range; Equations; Fuzzy sets; Histograms; Hypertension; Image analysis; Image enhancement; Retina; index of fuzziness; multi-mode histogram; retinal image;
Conference_Titel :
Control, Automation and Systems, 2008. ICCAS 2008. International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-89-950038-9-3
Electronic_ISBN :
978-89-93215-01-4
DOI :
10.1109/ICCAS.2008.4694698