Prospective, comparative evaluation of a deep neural network and dermoscopy in the diagnosis of onychomycosis

Man against machine reloaded: performance of a market-approved convolutional neural network in classifying a broad spectrum of skin lesions in comparison with 96 dermatologists working under less artificial conditions

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Artificial intelligence versus clinicians: systematic review of design, reporting standards, and claims of deep learning studies

(2020) Myura Nagendran et al.   BMJ-British Medical Journal

Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task

(2019) Titus J. Brinker et al.   EUROPEAN JOURNAL OF CANCER

Diagnosis of onychomycosis clinically by nail dermoscopy versus microbiological diagnosis

(2019) Essam El-din A. Nada et al.   ARCHIVES OF DERMATOLOGICAL RESEARCH

Keratinocytic Skin Cancer Detection on the Face Using Region-Based Convolutional Neural Network

(2019) Seung Seog Han et al.   JAMA Dermatology

Deep learning-based, computer-aided classifier developed with a small dataset of clinical images surpasses board-certified dermatologists in skin tumor diagnosis

(2018) Y. Fujisawa et al.   BRITISH JOURNAL OF DERMATOLOGY

Deep neural networks show an equivalent and often superior performance to dermatologists in onychomycosis diagnosis: Automatic construction of onychomycosis datasets by region-based convolutional deep neural network

(2018) Seung Seog Han et al.   PLoS One

A Comparative Study of Onychomycosis and Traumatic Toenail Onychodystrophy Dermoscopic Patterns

(2018) R Ramos Pinheiro et al.   JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Global Skin Disease Morbidity and Mortality

(2017) Chante Karimkhani et al.   JAMA Dermatology

Comparison of diagnostic methods for onychomycosis, and proposal of a diagnostic algorithm

(2015) M. Y. Jung et al.   CLINICAL AND EXPERIMENTAL DERMATOLOGY

The prevalence of onychomycosis in the global population - A literature study

(2013) B. Sigurgeirsson et al.   JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY