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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...

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Bibliografiske detaljer
Udgivet i:Clin Ophthalmol
Main Authors: Singh, Amitojdeep, Jothi Balaji, Janarthanam, Rasheed, Mohammed Abdul, Jayakumar, Varadharajan, Raman, Rajiv, Lakshminarayanan, Vasudevan
Format: Artigo
Sprog:Inglês
Udgivet: Dove 2021
Fag:
Online adgang: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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