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

• Main Authors: Ayooluwatomiwa I Oloruntoba (Author), Tine Vestergaard (Author), Toan D Nguyen (Author), Zhen Yu (Author), Maithili Sashindranath (Author), Brigid Betz-Stablein (Author), H Peter Soyer (Author), Zongyuan Ge (Author), Victoria Mar (Author)
• Format: Book
• Published: JMIR Publications, 2022-09-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

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. ObjectiveThe aim of our study was to use CNN...