Evaluation of Explainable Deep Learning Methods for Ophthalmic Diagnosis

BACKGROUND: The lack of explanations for the decisions made by deep learning algorithms has hampered their acceptance by the clinical community despite highly accurate results on multiple problems. Attribution methods explaining deep learning models have been tested on medical imaging problems. The...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Clin Ophthalmol
Prif Awduron: Singh, Amitojdeep, Jothi Balaji, Janarthanam, Rasheed, Mohammed Abdul, Jayakumar, Varadharajan, Raman, Rajiv, Lakshminarayanan, Vasudevan
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Dove 2021
Pynciau:
Original Research
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC8219310/
https://ncbi.nlm.nih.gov/pubmed/34177258
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2147/OPTH.S312236
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