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1. Full Text Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs
by Gulshan, Varun and Peng, Lily and Coram, Marc and Stumpe, Martin C and Wu, Derek and Narayanaswamy, Arunachalam and Venugopalan, Subhashini and Widner, Kasumi and Madams, Tom and Cuadros, Jorge and Kim, Ramasamy and Raman, Rajiv and Nelson, Philip C and Mega, Jessica L and Webster, Dale R
JAMA, ISSN 0098-7484, 12/2016, Volume 316, Issue 22, pp. 2402 - 2410
IMPORTANCE: Deep learning is a family of computational methods that allow an algorithm to program itself by learning from a large set of examples that... 
MEDICINE, GENERAL & INTERNAL | IMAGES | Diabetic Retinopathy - diagnostic imaging | Humans | Middle Aged | Male | Machine Learning | Photography | Ophthalmologists | Algorithms | Macular Edema - diagnostic imaging | Sensitivity and Specificity | Female | Fundus Oculi | Observer Variation | Neural Networks (Computer) | Usage | Research | Retinal diseases | Machine learning | Diabetic retinopathy | Edema | Ophthalmology | Artificial intelligence
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2. Full Text Deep image mining for diabetic retinopathy screening
by Quellec, Gwenolé and Charrière, Katia and Boudi, Yassine and Cochener, Béatrice and Lamard, Mathieu
Medical Image Analysis, ISSN 1361-8415, 07/2017, Volume 39, pp. 178 - 193
Deep learning is quickly becoming the leading methodology for medical image analysis. Given a large medical archive, where each image is associated with a... 
Deep learning | Diabetic retinopathy screening | Image mining | Lesion detection | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | ENGINEERING, BIOMEDICAL | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Artifacts | Retina - diagnostic imaging | Diabetic Retinopathy - diagnostic imaging | Algorithms | Humans | Image Interpretation, Computer-Assisted - methods | Machine Learning | Data Mining - methods | Diabetic retinopathy | Data mining | Analysis | Detectors | Medical imaging equipment | Computer Science - Computer Vision and Pattern Recognition
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3. Full Text Swept-source OCT angiography imaging of the foveal avascular zone and macular capillary network density in diabetic retinopathy
by Al-Sheikh, Mayss and Akil, Handan and Pfau, Maximilian and Sadda, SriniVas R
Investigative Ophthalmology and Visual Science, ISSN 0146-0404, 07/2016, Volume 57, Issue 8, pp. 3907 - 3913
PURPOSE. We compared the area of the foveal avascular zone (FAZ) and macular capillary network density at different retinal layers using swept-source optical... 
Diabetic retinopathy | Vessel density | Angiography | Optical coherence tomography | Foveal avascular zone | EYES | optical coherence tomography | foveal avascular zone | OPHTHALMOLOGY | MELLITUS | diabetic retinopathy | FLUORESCEIN ANGIOGRAPHY | angiography | vessel density | LAYERS | Diabetic Retinopathy - diagnostic imaging | Prospective Studies | Capillaries - pathology | Tomography, Optical Coherence | Fovea Centralis - physiology | Humans | Middle Aged | Macula Lutea - blood supply | Male | Fovea Centralis - diagnostic imaging | Diabetic Retinopathy - pathology | Case-Control Studies | Aged, 80 and over | Female | Aged | Fluorescein Angiography
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4. Full Text Quantification of Retinal Microvascular Density in Optical Coherence Tomographic Angiography Images in Diabetic Retinopathy
by Durbin, Mary K and An, Lin and Shemonski, Nathan D and Soares, Mário and Santos, Torcato and Lopes, Marta and Neves, Catarina and Cunha-Vaz, Jose
JAMA Ophthalmology, ISSN 2168-6165, 04/2017, Volume 135, Issue 4, pp. 370 - 376
IMPORTANCE: Quantitative measurements based on optical coherence tomographic angiography (OCTA) may have value in managing diabetic retinopathy (DR), but there... 
OPHTHALMOLOGY | EYES | FOVEAL AVASCULAR ZONE | Diabetic Retinopathy - diagnostic imaging | Prospective Studies | Capillaries - pathology | Cross-Sectional Studies | Tomography, Optical Coherence | Humans | Middle Aged | Male | Healthy Volunteers | Retinal Vessels - pathology | Diabetic Retinopathy - diagnosis | Retinal Vessels - diagnostic imaging | Female | ROC Curve | Aged | Capillaries - diagnostic imaging | Visual Acuity - physiology | Fluorescein Angiography | Diabetic retinopathy | Usage | Care and treatment | Angiography | Research | Coherence (Optics) | Optical tomography | Online First | Original Investigation
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5. Full Text Red Lesion Detection Using Dynamic Shape Features for Diabetic Retinopathy Screening
by Seoud, Lama and Hurtut, Thomas and Chelbi, Jihed and Cheriet, Farida and Langlois, J. M. Pierre
IEEE Transactions on Medical Imaging, ISSN 0278-0062, 04/2016, Volume 35, Issue 4, pp. 1116 - 1126
The development of an automatic telemedicine system for computer-aided screening and grading of diabetic retinopathy depends on reliable detection of retinal... 
screening | Image color analysis | Shape | Computer aided diagnostic | lesion detection | Retina | Feature extraction | Diabetes | fundus IMAGING | Lesions | diabetic retinopathy | Colored noise | retina | Retina - diagnostic imaging | Diabetic Retinopathy - diagnostic imaging | Algorithms | Humans | Image Interpretation, Computer-Assisted - methods | ROC Curve | Databases, Factual | Diagnostic Techniques, Ophthalmological | Retrolental fibroplasia | Image segmentation | Research | Diabetic retinopathy | Index Medicus
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6. Full Text A computer‐aided diagnostic system for detecting diabetic retinopathy in optical coherence tomography images
by ElTanboly, Ahmed and Ismail, Marwa and Shalaby, Ahmed and Switala, Andy and El‐Baz, Ayman and Schaal, Shlomit and Gimel’farb, Georgy and El‐Azab, Magdi
Medical Physics, ISSN 0094-2405, 03/2017, Volume 44, Issue 3, pp. 914 - 923
Purpose Detection (diagnosis) of diabetic retinopathy (DR) in optical coherence tomography (OCT) images for patients with type 2 diabetes, but almost... 
Markov–Gibbs random field (MGRF) | non‐negativity‐constrained autoencoder (NCAE) | joint image‐region‐map model | optical coherence tomography (OCT) | diabetic retinopathy (DR) | joint image-region-map model | Markov-Gibbs random field (MGRF) | non-negativity-constrained autoencoder (NCAE) | SEGMENTATION | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | Diabetic Retinopathy - diagnostic imaging | Humans | Image Interpretation, Computer-Assisted - methods | Middle Aged | Male | Tomography, Optical Coherence - methods | Machine Learning | Retina - diagnostic imaging | Sensitivity and Specificity | Adult | Female | Aged | Pattern Recognition, Automated
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7. Full Text Optical coherence tomography angiography of the foveal avascular zone in diabetic retinopathy
by Freiberg, Florentina J and Pfau, Maximilian and Wons, Juliana and Wirth, Magdalena A and Becker, Matthias D and Michels, Stephan
Graefe's Archive for Clinical and Experimental Ophthalmology, ISSN 0721-832X, 6/2016, Volume 254, Issue 6, pp. 1051 - 1058
To analyze foveal avascular zone (FAZ) dimensions and symmetry in patients with diabetic retinopathy (DR) compared to healthy controls using optical coherence... 
Diabetic retinopathy | Ophthalmology | Medicine & Public Health | Optical coherence tomography angiography | Foveal avascular zone | RETINAL VASCULAR LAYERS | IMAGES | OPHTHALMOLOGY | MICROCIRCULATION | NEOVASCULARIZATION | FLUORESCEIN ANGIOGRAPHY | BLOOD | Diabetic Retinopathy - diagnostic imaging | Tomography, Optical Coherence | Humans | Middle Aged | Male | Diabetic Retinopathy - pathology | Healthy Volunteers | Retinal Vessels - pathology | Retinal Vessels - diagnostic imaging | Female | Retrospective Studies | Fovea Centralis - blood supply | Fluorescein Angiography | Tomography | Diabetics | Angiography | Analysis | Retinal Disorders
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8. Full Text Fully Automated Detection and Quantification of Macular Fluid in OCT Using Deep Learning
by Schlegl, Thomas and Waldstein, Sebastian M and Bogunovic, Hrvoje and Endstraßer, Franz and Sadeghipour, Amir and Philip, Ana-Maria and Podkowinski, Dominika and Gerendas, Bianca S and Langs, Georg and Schmidt-Erfurth, Ursula
Ophthalmology, ISSN 0161-6420, 04/2018, Volume 125, Issue 4, pp. 549 - 558
Development and validation of a fully automated method to detect and quantify macular fluid in conventional OCT images. Development of a diagnostic modality.... 
DIABETIC-RETINOPATHY | VISUAL-ACUITY | OPTICAL COHERENCE TOMOGRAPHY | EDEMA | SEGMENTATION | OPHTHALMOLOGY | SUBRETINAL FLUID | ANATOMIC OUTCOMES | IDENTIFICATION | RANIBIZUMAB | DEGENERATION | Diabetic Retinopathy - diagnostic imaging | Reproducibility of Results | Humans | Middle Aged | Subretinal Fluid - diagnostic imaging | Male | Tomography, Optical Coherence - methods | Visual Acuity | Deep Learning | Wet Macular Degeneration - diagnostic imaging | Macular Edema - diagnostic imaging | Diagnosis, Computer-Assisted - methods | Female | ROC Curve | Retinal Vein Occlusion - diagnostic imaging | Aged
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9. Full Text Comparison of diabetic retinopathy classification using fluorescein angiography and optical coherence tomography angiography
by Soares, Mário and Neves, Catarina and Marques, Inês Pereira and Pires, Isabel and Schwartz, Christian and Costa, Miguel Ângelo and Santos, Torcato and Durbin, Mary and Cunha-Vaz, José
British Journal of Ophthalmology, ISSN 0007-1161, 01/2017, Volume 101, Issue 1, pp. 62 - 68
Purpose To analyse and compare the classification of eyes with diabetic retinopathy using fluorescein angiography (FA) and optical coherence tomography... 
Retina | Imaging | OPHTHALMOLOGY | CONTRAST | RETINA | Diabetic Retinopathy - diagnostic imaging | Cross-Sectional Studies | Humans | Middle Aged | Male | Diabetic Retinopathy - pathology | Tomography, Optical Coherence - methods | Retinal Vessels - pathology | Microaneurysm - diagnostic imaging | Retinal Vessels - diagnostic imaging | Female | Aged | Capillaries - diagnostic imaging | Fluorescein Angiography | Diabetic retinopathy | Usage | Care and treatment | Fluorescence angiography | Diagnosis | Optical tomography | Risk factors
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10. Full Text Quantification of Diabetic Macular Ischemia Using Optical Coherence Tomography Angiography and Its Relationship with Visual Acuity
by Samara, Wasim A., MD and Shahlaee, Abtin, MD and Adam, Murtaza K., MD and Khan, M. Ali, MD and Chiang, Allen, MD and Maguire, Joseph I., MD and Hsu, Jason, MD and Ho, Allen C., MD
Ophthalmology, ISSN 0161-6420, 2016, Volume 124, Issue 2, pp. 235 - 244
Purpose To quantify foveal avascular zone (FAZ) area and macular vascular density objectively using optical coherence tomography angiography (OCTA) and to... 
Ophthalmology | DENSITY | DISRUPTION | EDEMA | OPHTHALMOLOGY | RETINOPATHY | MICROCIRCULATION | FOVEAL AVASCULAR ZONE | CAPILLARY NONPERFUSION | PERFUSION | NORMAL EYES | FLUORESCEIN ANGIOGRAPHY | Diabetic Retinopathy - diagnostic imaging | Humans | Macular Edema - pathology | Middle Aged | Fovea Centralis - pathology | Macula Lutea - blood supply | Male | Diabetic Retinopathy - pathology | Tomography, Optical Coherence - methods | Visual Acuity | Case-Control Studies | Retinal Vessels - pathology | Macular Edema - diagnostic imaging | Retinal Vessels - diagnostic imaging | Female | Aged | Retrospective Studies | Fovea Centralis - blood supply | Fluorescein Angiography | Macula Lutea - pathology | Tomography | Diabetic retinopathy | Ischemia | Angiography | Analysis
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11. Full Text Ultrahigh speed swept source optical coherence tomography angiography of retinal and choriocapillaris alterations in diabetic patients with and without retinopathy
by Choi, Woojhon and Waheed, Nadia K and Moult, Eric M and Adhi, Mehreen and Lee, Byungkun and De Carlo, Talisa and Jayaraman, Vijaysekhar and Baumal, Caroline R and Duker, Jay S and Fujimoto, James G
Retina, ISSN 0275-004X, 2017, Volume 37, Issue 1, pp. 11 - 21
Purpose: To investigate the utility of ultrahigh speed, swept source optical coherence tomography angiography in visualizing retinal microvascular and... 
Retinal vasculature | Diabetic retinopathy | Choriocapillaris | Angiography | Optical coherence tomography | Optical coherence tomography angiography | optical coherence tomography | optical coherence tomography angiography | OCT ANGIOGRAPHY | choriocapillaris | ELECTRON-MICROSCOPY | MICROCIRCULATION | MELLITUS | diabetic retinopathy | CHOROIDOPATHY | angiography | PATHOGENESIS | CAPILLARIES | VASCULAR PATTERNS | OPHTHALMOLOGY | FOVEAL AVASCULAR ZONE | retinal vasculature | PROGRESSION | Choroid - diagnostic imaging | Diabetic Retinopathy - diagnostic imaging | Prospective Studies | Capillaries - pathology | Humans | Middle Aged | Microvessels - pathology | Male | Case-Control Studies | Diabetic Retinopathy - physiopathology | Retinal Vessels - pathology | Young Adult | Retinal Vessels - diagnostic imaging | Adult | Female | Retinal Neovascularization - diagnostic imaging | Fluorescein Angiography | Cross-Sectional Studies | Retina - physiopathology | Choroid - blood supply | Tomography, Optical Coherence - methods | Regional Blood Flow | Retina - diagnostic imaging | Aged | Capillaries - diagnostic imaging | Retinal Neovascularization - pathology
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12. Full Text Identification of Diabetic Retinopathy and Ungradable Image Rate with Ultrawide Field Imaging in a National Teleophthalmology Program
by Silva, Paolo S., MD and Horton, Mark B., OD, MD and Clary, Dawn, OD and Lewis, Drew G., BA and Sun, Jennifer K., MD, MPH and Cavallerano, Jerry D., OD, PhD and Aiello, Lloyd Paul, MD, PhD
Ophthalmology, ISSN 0161-6420, 2016, Volume 123, Issue 6, pp. 1360 - 1367
Purpose To compare diabetic retinopathy (DR) identification and ungradable image rates between nonmydriatic ultrawide field (UWF) imaging and nonmydriatic... 
Ophthalmology | OPHTHALMOLOGY | PHOTOGRAPHY | PERIPHERAL LESIONS | SEVERITY | Diabetic Retinopathy - diagnostic imaging | Cross-Sectional Studies | Humans | Middle Aged | Diabetic Retinopathy - classification | Male | Photography - classification | Telepathology - methods | Macular Edema - diagnostic imaging | Adult | Female | Aged | Retrospective Studies | Photography - methods | Diagnostic Techniques, Ophthalmological | Diabetic retinopathy | Native Americans
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13. Full Text Choroidal structural analysis in eyes with diabetic retinopathy and diabetic macular edema—A novel OCT based imaging biomarker
by Gupta, Chanda and Tan, Roy and Mishra, Chitaranjan and Khandelwal, Neha and Raman, Rajiv and Kim, Ramasamy and Agrawal, Rupesh and Sen, Parveen
PLoS ONE, ISSN 1932-6203, 12/2018, Volume 13, Issue 12, p. e0207435
Purpose To evaluate structural changes in the choroid among patients with diabetic macular edema (DME), with varying grades of diabetic retinopathy (DR), using... 
CHORIOCAPILLARIS | OPTICAL COHERENCE TOMOGRAPHY | VASCULATURE | MULTIDISCIPLINARY SCIENCES | VASCULARITY INDEX | CHOROIDOPATHY | THICKNESS | SEVERITY | Choroid - diagnostic imaging | Diabetic Retinopathy - diagnostic imaging | Cross-Sectional Studies | Tomography, Optical Coherence | Humans | Macular Edema - pathology | Middle Aged | Male | Diabetic Retinopathy - pathology | Macular Edema - diagnostic imaging | Female | Macular Edema - complications | Choroid - pathology | Hypertension | Diabetic retinopathy | Dropsy | Edema | Usage | Eye diseases | Choroid | Development and progression | Diagnosis | Research | Biological markers | Health aspects | Optical tomography | Correlation coefficient | Medical research | Retinopathy | Medical imaging | Statistical analysis | Correlation coefficients | Diabetes mellitus | Retina | Regression analysis | Eye | Macular degeneration | Studies | Optical Coherence Tomography | Correlation analysis | Direct reduction | Biomarkers | Population | Eye (anatomy) | Bioindicators | Diabetes | Structural analysis
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14. Full Text Automated Measurement of the Arteriolar-to-Venular Width Ratio in Digital Color Fundus Photographs
by Niemeijer, M and Xiayu Xu and Dumitrescu, A. V and Gupta, P and van Ginneken, B and Folk, J. C and Abramoff, M. D
IEEE Transactions on Medical Imaging, ISSN 0278-0062, 11/2011, Volume 30, Issue 11, pp. 1941 - 1950
A decreased ratio of the width of retinal arteries to veins [arteriolar-to-venular diameter ratio (AVR)], is well established as predictive of cerebral... 
Image segmentation | artery vein ratio | vasculature | Eyes | vein | Veins | retina | artery vein separation | Optical imaging | Feature extraction | Arteries | Artery | VEINS | ENGINEERING, BIOMEDICAL | CALIBER | IMAGING SCIENCE & PHOTOGRAPHIC TECHNOLOGY | RETINAL MICROVASCULAR ABNORMALITIES | VESSEL SEGMENTATION | ENGINEERING, ELECTRICAL & ELECTRONIC | THINNING ALGORITHM | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING | Diabetic Retinopathy - diagnostic imaging | Optic Disk - anatomy & histology | Retinal Vein - diagnostic imaging | Humans | Hypertensive Retinopathy - pathology | Optic Disk - diagnostic imaging | Diabetic Retinopathy - pathology | Retinal Vein - anatomy & histology | Reference Standards | Radiographic Image Interpretation, Computer-Assisted - methods | Retinal Vessels - diagnostic imaging | Adult | Retinal Artery - diagnostic imaging | Retinal Vessels - anatomy & histology | Hypertensive Retinopathy - physiopathology | Retinal Vein - pathology | Vascular Resistance | Color | Retina - anatomy & histology | Photography | Retina - diagnostic imaging | Retinal Artery - pathology | Hypertensive Retinopathy - diagnostic imaging | Fundus Oculi | Retinal Artery - anatomy & histology | Measurement | Usage | Maximum likelihood estimates (Statistics) | Analysis | Gaussian processes | Diagnosis | Cardiovascular diseases | Mathematical optimization | Pixels | Automation | Veins & arteries
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