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1 General aspects (0)   1.1 Epidemiology (7)   1.2 Population genetics (1)   1.3 Pathogenesis (3)   1.4 Quality of life (14)   1.5 Glaucomas as cause of blindness (6)   1.6 Prevention and screening (7) 2 Anatomical structures in glaucoma (0)   2.1 Conjunctiva (14)   2.2 Cornea (20)   2.3 Sclera (10)   2.4 Anterior chamber angle (3)   2.5 Meshwork (0)     2.5.1 Trabecular meshwork (11)     2.5.2 Schlemms canal (3)     2.5.3 Scleral outlet channels (1)   2.6 Aqueous humor dynamics (0)     2.6.1 Production (0)     2.6.2 Outflow (0)       2.6.2.1 Trabecular meshwork (4)       2.6.2.2 Uveoscleral (0)     2.6.3 Compostion (3)   2.7 Episcleral veins and venous pressure (0)   2.8 Iris (5)   2.9 Ciliary body (0)   2.10 Lens (1)   2.11 Vitreous body (0)   2.12 Choroid, peripapillary choroid, peripapillary atrophy (24)   2.13 Retina and retinal nerve fibre layer (33)   2.14 Optic disc (27)   2.15 Optic nerve (5)   2.16 Chiasma and retrochiasmal central nervous system (6)   2.17 Stem cells (7)   2.20 Other (0) 3 Laboratory methods (0)   3.1 Microscopy (1)   3.2 Electron microscopy (0)   3.3 Immunohistochemistry (1)   3.4 Molecular genetics (0)     3.4.1 Linkage studies (1)     3.4.2 Gene studies (16)   3.5 Molecular biology incl. SiRNA (16)   3.6 Cellular biology (39)   3.7 Biochemistry (10)   3.8 Pharmacology (13)   3.9 Pathophysiology (10)   3.10 Immunobiology (4)   3.11 Pharmacogenetics (0)   3.12 Proteomics (4)   3.13 In vivo imaging (0)     3.13.1 Laser Scanning (0)       3.13.1.1 Confocal Scanning Laser Ophthalmoscopy (0)       3.13.1.2 Confocal Scanning Laser Polarimetry (0)     3.13.2 Optical Coherence Tomography (0)       3.13.2.1 Anterior Segment (0)       3.13.2.2 Posterior Segment (2)     3.13.3 RGC Imaging (0)     3.13.4 Other (1)   3.20 Other (0) 4 Tissue culture of ocular cells (0) 5 Experimental glaucoma; animal models (0)   5.1 Rodent (31)   5.2 Primates (1)   5.3 Other (4) 6 Clinical examination methods (0)   6.1 Intraocular pressure measurement; factors affecting IOP (0)     6.1.1 Devices, techniques (9)     6.1.2 Fluctuation, circadian rhythms (5)     6.1.3 Factors affecting IOP (20)   6.2 Tonography, aqueous flow measurement (see also 2.6) (0)   6.3 Biomicroscopy (slitlamp) (0)     6.3.1 Anterior segment (0)     6.3.2 Posterior segment (3)   6.4 Gonioscopy (0)   6.5 Ophthalmoscopy (0)   6.6 Visual field examination and other visual function tests (0)     6.6.1 Conventional manual (0)     6.6.2 Automated (27)     6.6.3 Special methods (e.g. color, contrast, SWAP etc.) (14)   6.7 Electro-ophthalmodiagnosis (2)   6.8 Photography (0)     6.8.1 Anterior segment (1)     6.8.2 Posterior segment (2)   6.9 Computerized image analysis (0)     6.9.1 Laser scanning (0)       6.9.1.1 Confocal Scanning Laser Ophthalmoscopy (3)       6.9.1.2 Confocal Scanning Laser Polarimetry (2)     6.9.2 Optical coherence tomography (0)       6.9.2.1 Anterior (9)       6.9.2.2 Posterior (78)     6.9.5 Other (3)   6.10 Fluorescein (ICG) angiography (0)     6.10.1 Anterior segment (0)     6.10.2 Posterior segment (0)   6.11 Bloodflow measurements (37)   6.12 Ultrasonography and ultrasound biomicroscopy (6)   6.13 Provocative tests (2)   6.19 Telemedicine (2)   6.20 Progression (22)   6.30 Other (7) 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associated with intraocular tumors (6)     9.4.9 Glaucomas associated with elevated episcleral venous pressure (0)       9.4.10 Glaucomas associated with hemorrhage (5)     9.4.11 Glaucomas following intraocular surgery (2)       9.4.11.1 Ciliary block (malignant) glaucoma (3)       9.4.11.2 Glaucomas in aphakia and pseudophakia (8)       9.4.11.3 Epithelial, fibrous, and endothelial proliferation (0)       9.4.11.4 Glaucomas associated with corneal surgery (8)       9.4.11.5 Glaucomas associated with vitreoretinal surgery (8)     9.4.15 Glaucoma in relation to systemic disease (47)     9.4.20 Other (1) 10 Differential diagnosis e.g. anterior and posterior ischemic optic neuropathy (4) 11 Medical treatment (0)   11.1 General management, indication (4)   11.2 Cholinergic drugs (0)   11.3 Adrenergic drugs (0)     11.3.1 Epinephrine (0)     11.3.2 Thymoxamine, dapiprazole (0)     11.3.3 Apraclonidine, brimonidine (3)     11.3.4 Betablocker (8)     11.3.5 Other (0)   11.4 Prostaglandins (17)   11.5 Carbonic anhydrase inhibitors (0)     11.5.1 Systemic (1)     11.5.2 Topical (2)   11.6 Osmotic treatment (0)   11.7 Treatment of bloodflow (2)   11.8 Neuroprotection (29)   11.9 Gene therapy (1)   11.13 Combination therapy (0)     11.13.1 Betablocker and pilocarpine (0)     11.13.2 Betablocker and carbon anhydrase inhibitor (1)     11.13.3 Betablocker and brimonidine (1)     11.13.4 Betablocker and prostaglandin (2)     11.13.5 Other (1)   11.14 Investigational drugs; pharmacological experiments (15)   11.15 Other drugs in relation to glaucoma (14)   11.16 Vehicles, delivery systems, pharmacokinetics, formulation (16)   11.17 Cooperation with medical therapy e.g. persistency, compliance, adherence (7)   11.20 Other (0) 12 Surgical treatment (0)   12.1 General management, indication (3)   12.2 Laser iridotomy (7)   12.3 Laser iridoplasty (1)   12.4 Laser trabeculoplasty and other laser treatment of the angle (4)   12.7 Surgical iridectomy (3)   12.8 Filtering surgery (0)     12.8.1 Without tube implant (20)     12.8.2 With tube implant or other drainage devices (59)     12.8.3 Non-perforating (15)     12.8.4 Using laser (0)     12.8.5 Other (2)     12.8.10 Woundhealing antifibrosis (16)     12.8.11 Complications, endophthalmitis (22)   12.9 Trabeculotomy, goniotomy (13)   12.10 Cyclodestruction (13)   12.11 Cyclodialysis (0)   12.12 Cataract extraction (0)     12.12.1 Intracapsular (0)     12.12.2 Extracapsular (0)     12.12.3 Phacoemulsification (12)   12.14 Combined cataract extraction and glaucoma surgery (0)     12.14.1 Intracapsular (0)     12.14.2 Extracapsular (0)     12.14.3 Phacoemulsification (6)   12.15 Capsulotomy (0)   12.16 Vitrectomy (0)   12.17 Anesthesia (0)   12.20 Other (6) 13 Therapeutic prognosis and outcome (0)   13.1 Prognostic factors (0)   13.2 Outcome (0)     13.2.1 IOP (1)     13.2.2 Visual field (0)       13.2.2.1 Progression (0)       13.2.2.2 Improvement (1)     13.2.3 Other (0) 14 Costing studies; pharmacoeconomics (6) 15 Miscellaneous (41)

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Abstract #76956 Published in IGR 19-3

Deep learning and neuronal networks in ophthalmology : Applications in the field of optical coherence tomography

Treder M; Eter N
Ophthalmologe 2018; 0:

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Deep learning is increasingly becoming the focus of various imaging methods in medicine. Due to the large number of different imaging modalities, ophthalmology is particularly suitable for this field of application. This article gives a general overview on the topic of deep learning and its current applications in the field of optical coherence tomography. For the benefit of the reader it focuses on the clinical rather than the technical aspects.

Augenklinik, Universitätsklinikum Münster, Albert-Schweitzer-Campus 1, Gebäude D15, 48149, Münster, Deutschland. maximilian.treder@ukmuenster.de.

Full article

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Classification:

6.9.2.2 Posterior (Part of: 6 Clinical examination methods > 6.9 Computerized image analysis > 6.9.2 Optical coherence tomography)
15 Miscellaneous

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