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Segmenting the Optic Disc in Retinal Images using Thresholding
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 94 - Number 11 |
| Year of Publication: 2014 |
| Authors: Prashant Choukikar, Arun Kumar Patel, Ravi Shankar Mishra |
10.5120/16385-5937
|
Prashant Choukikar, Arun Kumar Patel, Ravi Shankar Mishra . Segmenting the Optic Disc in Retinal Images using Thresholding. International Journal of Computer Applications. 94, 11 ( May 2014), 6-10. DOI=10.5120/16385-5937
Abstract
Segmentation of an optic disk location is a very essential task for retinal image analysis. Most of the pervious method uses the principal component analysis method, which are computationally complex. This paper presents a simple and semi automatic approach for segmentation of the optic disc in retinal images using thresholding and boundary extraction. First, the true colour Retinal images are converted to gray image and then image is enhanced using histogram equalization. This improves the efficiency of the conventional thresholding method. The proposed method of segmentation utilizes gray level thresholding for segmentation and then morphological operators are used for extracting the optical disk. The method is tested on the different optical disc images. The method is less complex and efficiently recognizes the boundary of the optic disc and also evaluates the optical canter. The optical canters are tabulated for original and corrupted images.
References
- Adria Perez Rovira; Emanuele Trucco , "Contextual optic disc location in retinal fundus images ", Journal of Modern Optics, Volume 57, Issue 2 January 2010 , pages 136 – 144
- A. D. Fleming, K. A. Goatman, S. Philip et al. "Automatic detection of retinal anatomy to assist diabetic retinopathy screening", Physics in Medicine and Biology 52, pp. 331–345, 2007.
- Vasile V. Buruloin, Mihai Ciuc, Raugaraj M. Rangavyan, Loic Kjj, Constantim Vertan. , "Histogram equalization of colour images using the adaptive neighbourhood approach", Proc. SPIE 3646, Nonlinear Image Processing, X, 330, 1999.
- Agung W. Setiawan, Tati R. Mengko, Oerip S. Santoso, Andriyan B. Suksmono, "Color Retinal image enhancement using CLAHE", IEEE Conf. 2007
- Etta D, Pisano, S. Zong, R. E Jhonston "Contrast limited adaptive histogram equalization image processing to improve the detection of simulated speculation in Dense Monograms", Journal of Digital Imaging, vol. 11, No. 4, pp 193-200, 1998
- Huiqi Li and Opus Chutatape, 'Automatic location of optical disc in retinal images" IEEE transaction on Electrical and electronic engineering. 2001, vol. 2 pp 837-840
- P. C. Siddaligaswamy, G. K. Gautam, "Automated detection of anatomical structures in retinal images", IEEE International conf. ICCIMA 07, vol. 3, pp 164-168, 2007.
- A. Daskalakis, D. Cavouras, P. Bougioukos, S. Kostopoulos, P. Georgiadis, I. Kalatzis and G. Nikiforidis,, "An Efficient CLAHE-based, Spot-Adaptive, image segmentation technique for improving Microarray Genes' Quantification", in 2nd International Conference on Experiments/ Process/ System Modelling/Simulation/ Optimization (IC_EpsMsO), Athens, Greece, July 4-7, 2007
- Muhammad Suzuri Hitam,. Wan Nural Jawahir Hj Wan Yussof, Ezmahamrul Afreen Awalludin,, Zainuddin Bachok, "Mixture Contrast Limited Adaptive Histogram Equalization for Underwater Image Enhancement", IEEE international conf. 2013.
- M. Abdullah-Al-Wadud, M. H. Kabir, M. A. A. Dewan, and Oksam Chae, "A dynamic histogram equalization for image contrast enhancement", IEEE Trans. Consumer Electronics, vol. 53, no. 2, pp. 593 - 600, May 2007
- Niemeijer M. , Ginneken B. , Loog M. , Abramoff M. D. , "Comparative study of retinal vessel segmentation methods on a publically available database", SPIE Medical Imaging , 5370 : 648-656, 2004.
- Foracchia M. , Grisan E. , and Ruggeri A. , "Detection of vessel calibre irregularities in color retinal fundus images by means of a matched filter responce", IEEE trains, on Medical. Images, Vol. 19: pp 203-210, 2000.
- D. Santhi, D. Manimegalai, " Location of optical disc in retinal image", IEEE International conf. ICCIMA 07, vol. 3, pp 333-338 , 2007
- Qinghui Cao, Jianli Liu, Qiuhong Zhao. , "Fast automatic optical disc localization in retinal images", IEEE Proc. of Seventh International Conference on Image and Graphics, pp. 827-831, 2013
- D. Jude Hemanth, J. Anitha, "Hybrid clustering method for optic disc segmentation and feature extraction in retinal images", IEEE World Congress, on Information and Communication Technologies, pp. 320-325, 2012.
- Gopal Datt Joshi*, Jayanthi Sivaswamy,S. R. Krishnadas, "Optic Disk and Cup Segmentation From Monocular Color Retinal Images for Glaucoma Assessment", IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. 30, NO. 6, JUNE 2011.
- Sandeep Kumar ,Puneet Verma, Manoj Dahiya,Aakash Gupta, "Presence Of Noise In Dualistic Sub-Image Histogram Equalization Technique of Image Enhancement", International Journal of Engineering Research & Technology (IJERT) Vol. 1 Issue 3, May –
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