Two-stage framework for optic disc localization and glaucoma classification in retinal fundus images using deep learning

被引:0
作者
Muhammad Naseer Bajwa
Muhammad Imran Malik
Shoaib Ahmed Siddiqui
Andreas Dengel
Faisal Shafait
Wolfgang Neumeier
Sheraz Ahmed
机构
[1] Technische Universität Kaiserslautern,Fachbereich Informatik
[2] Deutsche Forschungszentrum für KünstlicheIntelligenz GmbH (DFKI),Deep Learning Laboratory
[3] National Center of Artificial Intelligence,School of Electrical Engineering and Computer Science (SEECS)
[4] National University of Sciences and Technology,undefined
[5] Ophthalmology Clinic,undefined
来源
BMC Medical Informatics and Decision Making | / 19卷
关键词
Computer aided diagnosis; Deep learning; Glaucoma detection; Machine learning; Medical image analysis; Optic disc localization;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 120 条
[1]  
Dervisevic E(2016)Challenges in early glaucoma detection Mediev Archaeol 70 203-897
[2]  
Pavljasevic S(2017)Magnitude, temporal trends, and projections of the global prevalence of blindness and distance and near vision impairment: a systematic review and meta-analysis Lancet Glob Health 5 888-45
[3]  
Dervisevic A(2017)Glaucoma-deep: detection of glaucoma eye disease on retinal fundus images using deep learning Int J Adv Comput Sci Appl 8 41-82
[4]  
Kasumovic SS(2012)Data mining technique for automated diagnosis of glaucoma using higher order spectra and wavelet energy features Knowledge-BasedSystems 33 73-1828
[5]  
Bourne RR(2013)Representation learning: a review and new perspectives IEEE Trans Pattern Anal Mach Intell 35 1798-208
[6]  
Flaxman SR(2010)Retinal imaging and image analysis IEEE Rev Biomed Eng 3 169-5
[7]  
Braithwaite T(2009)Retinal image analysis for automated glaucoma risk evaluation Proc of SPIE Vol 7497 74971-979
[8]  
Cicinelli MV(2010)Automatic localization and boundary detection of optic disc using implicit active contours Int J Comput Appl 1 1-170
[9]  
Das A(2011)Detection of new vessels on the optic disc using retinal photographs IEEE Trans Med Imaging 30 972-12
[10]  
Jonas JB(2003)A novel approach to diagnose diabetes based on the fractal characteristics of retinal images IEEE Trans Inf Technol Biomed 7 163-46