Glaucoma detection using novel optic disc localization, hybrid feature set and classification techniques

作者: M Usman Akram , Anam Tariq , Shehzad Khalid , M Younus Javed , Sarmad Abbas

DOI: 10.1007/S13246-015-0377-Y

关键词:

摘要: Glaucoma is a chronic and irreversible neuro-degenerative disease in which the neuro-retinal nerve that connects eye to brain (optic nerve) progressively damaged patients suffer from vision loss blindness. The timely detection treatment of glaucoma very crucial save patient’s vision. Computer aided diagnostic systems are used for automated calculate cup disc ratio colored retinal images. In this article, we present novel method early accurate glaucoma. proposed system consists preprocessing, optic segmentation, extraction features region interest classification main novelty lies formation feature vector spatial spectral along with ratio, rim modeling mediods based classier performance tested using publicly available fundus image databases one locally gathered database. Experimental results variety local demonstrate superiority approach as compared competitors.

参考文章(30)
Mahdad Esmaeili, Hossein Rabbani, Alireza Mehri Dehnavi, Automatic optic disk boundary extraction by the use of curvelet transform and deformable variational level set model Pattern Recognition. ,vol. 45, pp. 2832- 2842 ,(2012) , 10.1016/J.PATCOG.2012.01.002
Muhammad Salman Haleem, Liangxiu Han, Jano van Hemert, Baihua Li, Automatic extraction of retinal features from colour retinal images for glaucoma diagnosis: a review. Computerized Medical Imaging and Graphics. ,vol. 37, pp. 581- 596 ,(2013) , 10.1016/J.COMPMEDIMAG.2013.09.005
Young H Kwon, John H Fingert, Markus H Kuehn, Wallace LM Alward, Primary open-angle glaucoma The Lancet. ,vol. 363, pp. 1711- 1720 ,(2004) , 10.1016/S0140-6736(04)16257-0
Juan Xu, Opas Chutatape, Eric Sung, Ce Zheng, Paul Chew Tec Kuan, Optic disk feature extraction via modified deformable model technique for glaucoma analysis Pattern Recognition. ,vol. 40, pp. 2063- 2076 ,(2007) , 10.1016/J.PATCOG.2006.10.015
Shehzad Khalid, Sannia Arshad, None, A Robust Ensemble Based Approach to Combine Heterogeneous Classifiers in the Presence of Class Label Noise international conference on computational intelligence, modelling and simulation. pp. 157- 162 ,(2013) , 10.1109/CIMSIM.2013.33
DWK Wong, J Liu, JH Lim, NM Tan, Z Zhang, S Lu, H Li, MH Teo, KL Chan, TY Wong, None, Intelligent fusion of cup-to-disc ratio determination methods for glaucoma detection in ARGALI international conference of the ieee engineering in medicine and biology society. ,vol. 2009, pp. 5777- 5780 ,(2009) , 10.1109/IEMBS.2009.5332534
Enrique J. Carmona, Mariano Rincón, Julián García-Feijoó, José M. Martínez-de-la-Casa, Identification of the optic nerve head with genetic algorithms Artificial Intelligence in Medicine. ,vol. 43, pp. 243- 259 ,(2008) , 10.1016/J.ARTMED.2008.04.005
H A Quigley, The number of people with glaucoma worldwide in 2010 and 2020 British Journal of Ophthalmology. ,vol. 90, pp. 262- 267 ,(2006) , 10.1136/BJO.2005.081224
Zhuo Zhang, Beng Hai Lee, Jiang Liu, Damon Wing Kee Wong, Ngan Meng Tan, Joo Hwee Lim, Fengshou Yin, Weimin Huang, Huiqi Li, Tien Yin Wong, Optic disc region of interest localization in fundus image for Glaucoma detection in ARGALI conference on industrial electronics and applications. pp. 1686- 1689 ,(2010) , 10.1109/ICIEA.2010.5515221