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OLIVES Dataset: Ophthalmic Labels for Investigating Visual Eye Semantics. (arXiv:2209.11195v1 [eess.IV])
Sept. 23, 2022, 1:12 a.m. | Mohit Prabhushankar, Kiran Kokilepersaud, Yash-yee Logan, Stephanie Trejo Corona, Ghassan AlRegib, Charles Wykoff
cs.LG updates on arXiv.org arxiv.org
Clinical diagnosis of the eye is performed over multifarious data modalities
including scalar clinical labels, vectorized biomarkers, two-dimensional fundus
images, and three-dimensional Optical Coherence Tomography (OCT) scans.
Clinical practitioners use all available data modalities for diagnosing and
treating eye diseases like Diabetic Retinopathy (DR) or Diabetic Macular Edema
(DME). Enabling usage of machine learning algorithms within the ophthalmic
medical domain requires research into the relationships and interactions
between all relevant data over a treatment period. Existing datasets are
limited in …
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