Retinal fundus images for glaucoma analysis: the RIGA dataset

被引:95
作者
Almazroa, Ahmed [1 ,2 ]
Alodhayb, Sami [3 ]
Osman, Essameldin [4 ]
Ramadan, Eslam [5 ]
Hummadi, Mohammed [6 ]
Dlaim, Mohammed [7 ]
Alkatee, Muhannad [8 ]
Raahemifar, Kaamran [9 ]
Lakshminarayanan, Vasudevan [10 ,11 ,12 ]
机构
[1] King Saud bin Abdulaziz Univ Hlth Sci, NGHA, KAIMRC, Riyadh 14611, Saudi Arabia
[2] Univ Michigan, Kellogg Eye Ctr, 1000 Wall St, Ann Arbor, MI 48105 USA
[3] Bin Rushed Ophthalm Ctr, King Fahad St, Riyadh, Saudi Arabia
[4] King Saud Univ, King Khalid Rd, Riyadh 11692, Saudi Arabia
[5] Magrabi Eye & Ear Ctr, Umar Ibn Abdul Aziz Branch Rd, Riyadh 12835, Saudi Arabia
[6] King Fahd Med City, Makkah Branch Rd, Riyadh 12231, Saudi Arabia
[7] Alhokama Eye Specialist Ctr, Salah Ad Din Al Ayyubi Rd, Riyadh 12233, Saudi Arabia
[8] AlJazeera Hosp, 8316 Hassan Ibn Thabit, Riyadh 14236, Saudi Arabia
[9] Univ Ryerson, Elect & Comp Engn Dept, 350 Victoria St, Toronto, ON M5B 2K3, Canada
[10] Univ Waterloo, Dept Phys, Sch Optometry & Vis Sci, 200 Columbia St W, Waterloo, ON N2L 3G1, Canada
[11] Univ Waterloo, Dept Syst Design Engn, Sch Optometry & Vis Sci, 200 Columbia St W, Waterloo, ON N2L 3G1, Canada
[12] Univ Waterloo, Dept Elect & Comp Engn, Sch Optometry & Vis Sci, 200 Columbia St W, Waterloo, ON N2L 3G1, Canada
来源
MEDICAL IMAGING 2018: IMAGING INFORMATICS FOR HEALTHCARE, RESEARCH, AND APPLICATIONS | 2018年 / 10579卷
关键词
Glaucoma; retinal fundus images; optic disc and cup boundaries; image segmentation; image processing; OPTIC DISC; SEGMENTATION; NERVE; CUP;
D O I
10.1117/12.2293584
中图分类号
R-058 [];
学科分类号
摘要
Glaucoma neuropathy is a major cause of irreversible blindness worldwide. Current models of chronic care will not be able to close the gap of growing prevalence of glaucoma and challenges for access to healthcare services. Teleophthalmology is being developed to close this gap. In order to develop automated techniques for glaucoma detection which can be used in tele-ophthalmology we have developed a large retinal fundus dataset. A de-identified dataset of retinal fundus images for glaucoma analysis (RIGA) was derived from three sources for a total of 750 images. The optic cup and disc boundaries for each image was marked and annotated manually by six experienced ophthalmologists and included the cup to disc (CDR) estimates. Six parameters were extracted and assessed (the disc area and centroid, cup area and centroid, horizontal and vertical cup to disc ratios) among the ophthalmologists. The inter-observer annotations were compared by calculating the standard deviation (SD) for every image between the six ophthalmologists in order to determine if the outliers amongst the six and was used to filter the corresponding images. The data set will be made available to the research community in order to crowd source other analysis from other research groups in order to develop, validate and implement analysis algorithms appropriate for tele-glaucoma assessment. The RIGA dataset can be freely accessed online through University of Michigan, Deep Blue website (doi:10.7302/Z23R0R29).
引用
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页数:8
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