4.7 Article

Enhancement and restoration of non-uniform illuminated Fundus Image of Retina obtained through thin layer of cataract

期刊

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
卷 156, 期 -, 页码 169-178

出版社

ELSEVIER IRELAND LTD
DOI: 10.1016/j.cmpb.2018.01.001

关键词

Image enhancement; Fundus; Retina; Thin cataract; Frequency domain; HSI color model; Color correction reduction

资金

  1. University of Calcutta
  2. Suryodaya Eye Centre
  3. Calcutta Medical Research Institute
  4. Academy of Technology

向作者/读者索取更多资源

Background and objectives: Retinal fundus images are extensively used in manually or without human intervention to identify and analyze various diseases. Due to the comprehensive imaging arrangement, there is a large radiance, reflectance and contrast inconsistency within and across images.& para;& para;Method: A novel method is proposed based on the cataract physical model to reduce the generated blurriness of the fundus image at the time of image acquisition through the thin layer of cataract by the fundus camera. After the blurriness reduction the method is proposed the enhancement procedure of the images with an objective on contrast perfection with no preamble of artifacts. Due to the uneven distribution of thickness of the cataract, the cataract surroundings are first predicted in the domain of frequency. Second, the resultant image of first step enhanced by the intensity histogram equalization in the adapted Hue Saturation Intensity (HSI) color image space such as the gamut problem can be avoided. The concluding image with suitable color and disparity is acquired by using the proposed max-min color correction approach.& para;& para;Results: The result indicates that not only the proposed method can more effectively enhanced the non-uniform image of retina obtain through thin layer of cataract, but also the resulting image show appropriate brightness and saturation and maintain complete color space information. The projected enhancement method has been tested on the openly available datasets and the result evaluated with the standard used image enhancement algorithms and the cataract removal method. Results show noticeable development over existing methods.& para;& para;Conclusions: Cataract often prevents the clinician from objectively evaluating fundus feature. Cataract also affect subjective test. Enhancement and restoration of non-uniform illuminated Fundus Image of Retina obtained through thin layer of Cataract has shown here to be potentially beneficial. (C) 2018 Elsevier B.V. All rights reserved.

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