Literature DB >> 17945937

Computer-based classification of eye diseases.

U Rajendra Acharya1, N Kannathal, E Y K Ng, Lim Choo Min, Jasjit S Suri.   

Abstract

Eye disorders among the elderly are a major health problem. With advancing age, the normal function of eye tissues decreases and there is an increased incidence of ocular pathology. The most common causes of age related eye disorder and visual impairment in the elderly are cataracts, iridocyclitis and corneal haze. Iridocyclitis is an inflammation of the iris (the colored part of the eye), while corneal haze is a complication of refractive surgery characterized by the cloudiness of the normally clear cornea. Computer-based intelligent system for classification of these eye diseases is very useful in diagnostics and disease management. This paper presents a comparison of three classification strategies to classify four kinds of eye data sets (three different kinds of eye diseases and a normal class). Our protocol uses three different kinds of classifiers: artificial neural network, fuzzy classifier and neuro-fuzzy classifier. Features are extracted from these raw images which are then fed to these classifiers. These classifiers are run on a database of 135 subjects using the cross-validation strategy. We demonstrate a sensitivity of more than 85% for these classifiers with the specificity of 100% and results are very promising.

Entities:  

Mesh:

Year:  2006        PMID: 17945937     DOI: 10.1109/IEMBS.2006.260211

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  8 in total

Review 1.  Decision support systems and applications in ophthalmology: literature and commercial review focused on mobile apps.

Authors:  Isabel de la Torre-Díez; Borja Martínez-Pérez; Miguel López-Coronado; Javier Rodríguez Díaz; Miguel Maldonado López
Journal:  J Med Syst       Date:  2014-12-04       Impact factor: 4.460

2.  COVLIAS 2.0-cXAI: Cloud-Based Explainable Deep Learning System for COVID-19 Lesion Localization in Computed Tomography Scans.

Authors:  Jasjit S Suri; Sushant Agarwal; Gian Luca Chabert; Alessandro Carriero; Alessio Paschè; Pietro S C Danna; Luca Saba; Armin Mehmedović; Gavino Faa; Inder M Singh; Monika Turk; Paramjit S Chadha; Amer M Johri; Narendra N Khanna; Sophie Mavrogeni; John R Laird; Gyan Pareek; Martin Miner; David W Sobel; Antonella Balestrieri; Petros P Sfikakis; George Tsoulfas; Athanasios D Protogerou; Durga Prasanna Misra; Vikas Agarwal; George D Kitas; Jagjit S Teji; Mustafa Al-Maini; Surinder K Dhanjil; Andrew Nicolaides; Aditya Sharma; Vijay Rathore; Mostafa Fatemi; Azra Alizad; Pudukode R Krishnan; Ferenc Nagy; Zoltan Ruzsa; Mostafa M Fouda; Subbaram Naidu; Klaudija Viskovic; Mannudeep K Kalra
Journal:  Diagnostics (Basel)       Date:  2022-06-16

Review 3.  Role of Artificial Intelligence in Radiogenomics for Cancers in the Era of Precision Medicine.

Authors:  Sanjay Saxena; Biswajit Jena; Neha Gupta; Suchismita Das; Deepaneeta Sarmah; Pallab Bhattacharya; Tanmay Nath; Sudip Paul; Mostafa M Fouda; Manudeep Kalra; Luca Saba; Gyan Pareek; Jasjit S Suri
Journal:  Cancers (Basel)       Date:  2022-06-09       Impact factor: 6.575

4.  Eight pruning deep learning models for low storage and high-speed COVID-19 computed tomography lung segmentation and heatmap-based lesion localization: A multicenter study using COVLIAS 2.0.

Authors:  Mohit Agarwal; Sushant Agarwal; Luca Saba; Gian Luca Chabert; Suneet Gupta; Alessandro Carriero; Alessio Pasche; Pietro Danna; Armin Mehmedovic; Gavino Faa; Saurabh Shrivastava; Kanishka Jain; Harsh Jain; Tanay Jujaray; Inder M Singh; Monika Turk; Paramjit S Chadha; Amer M Johri; Narendra N Khanna; Sophie Mavrogeni; John R Laird; David W Sobel; Martin Miner; Antonella Balestrieri; Petros P Sfikakis; George Tsoulfas; Durga Prasanna Misra; Vikas Agarwal; George D Kitas; Jagjit S Teji; Mustafa Al-Maini; Surinder K Dhanjil; Andrew Nicolaides; Aditya Sharma; Vijay Rathore; Mostafa Fatemi; Azra Alizad; Pudukode R Krishnan; Rajanikant R Yadav; Frence Nagy; Zsigmond Tamás Kincses; Zoltan Ruzsa; Subbaram Naidu; Klaudija Viskovic; Manudeep K Kalra; Jasjit S Suri
Journal:  Comput Biol Med       Date:  2022-05-21       Impact factor: 6.698

5.  Profitability analysis of a femtosecond laser system for cataract surgery using a fuzzy logic approach.

Authors:  José Antonio Trigueros; David P Piñero; Mahmoud M Ismail
Journal:  Int J Ophthalmol       Date:  2016-07-18       Impact factor: 1.779

6.  Predicting recurrent aphthous ulceration using genetic algorithms-optimized neural networks.

Authors:  Najla S Dar-Odeh; Othman M Alsmadi; Faris Bakri; Zaer Abu-Hammour; Asem A Shehabi; Mahmoud K Al-Omiri; Shatha M K Abu-Hammad; Hamzeh Al-Mashni; Mohammad B Saeed; Wael Muqbil; Osama A Abu-Hammad
Journal:  Adv Appl Bioinform Chem       Date:  2010-05-14

7.  Review of Medical Image Classification using the Adaptive Neuro-Fuzzy Inference System.

Authors:  Monireh Sheikh Hosseini; Maryam Zekri
Journal:  J Med Signals Sens       Date:  2012-01

Review 8.  A survey on computer aided diagnosis for ocular diseases.

Authors:  Zhuo Zhang; Ruchir Srivastava; Huiying Liu; Xiangyu Chen; Lixin Duan; Damon Wing Kee Wong; Chee Keong Kwoh; Tien Yin Wong; Jiang Liu
Journal:  BMC Med Inform Decis Mak       Date:  2014-08-31       Impact factor: 2.796

  8 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.