Assessing the Generalizability of Deep Learning Models Trained on Standardized and Nonstandardized Images and Their Performance Against Teledermatologists: Retrospective Comparative Study

BackgroundConvolutional neural networks (CNNs) are a type of artificial intelligence that shows promise as a diagnostic aid for skin cancer. However, the majority are trained using retrospective image data sets with varying image capture standardization. Objective...

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Autors principals:	Ayooluwatomiwa I Oloruntoba, Tine Vestergaard, Toan D Nguyen, Zhen Yu, Maithili Sashindranath, Brigid Betz-Stablein, H Peter Soyer, Zongyuan Ge, Victoria Mar
Format:	Artigo
Idioma:	Inglês
Publicat:	JMIR Publications 2022-09-01
Col·lecció:	JMIR Dermatology
Accés en línia:	https://derma.jmir.org/2022/3/e35150
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