Concepedia

Deep Transfer Learning Approaches to Predict Glaucoma, Cataract, Choroidal Neovascularization, Diabetic Macular Edema, DRUSEN and Healthy Eyes: An Experimental Review

Yogesh Kumar, Surbhi Gupta

Archives of Computational Methods in Engineering · 2022 · 77 citations · 42 references

Concepts

ComputingComputer ScienceOphthalmologyBiomedical ImagingComputer VisionMachine LearningDeep LearningDiabetic RetinopathyGlaucomaMacular DiseaseNeural NetworksTransfer LearningAdversarial Domain AdaptationChoroidal Neovascularization ImagingDeep Learning-based ClassificationDeep Learning-based Lesion ClassificationGlaucoma ProgressionNeovascularizationVisual Transfer Learning

References

42

Xception: Deep Learning with Depthwise Separable Convolutions

François Chollet · 2017 · 19K citations

Computing, Computer Science, Computer Vision +7

A survey on Image Data Augmentation for Deep Learning

Connor Shorten, Taghi M. Khoshgoftaar · Journal Of Big Data · 2019 · 12.4K citations · Full text

Computing, Computer Science, Biomedical Imaging +12

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

Varun Gulshan, Lily Peng, Marc Coram et al. · JAMA · 2016 · 7.5K citations

Computing, Computer Science, Ophthalmology +17

Image segmentation techniques

Robert M. Haralick, Linda G. Shapiro · Computer Vision Graphics and Image Processing · 1985 · 2.2K citations

Drusen proteome analysis: An approach to the etiology of age-related macular degeneration

John W. Crabb, Masaru Miyagi, Xiaorong Gu et al. · Proceedings of the National Academy of Sciences · 2002 · 1.2K citations · Full text

Health Professions, Biochemistry, Ophthalmology +16