Evaluating the generalizability of deep learning image classification algorithms to detect middle ear disease using otoscopy

Abstract To evaluate the generalizability of artificial intelligence (AI) algorithms that use deep learning methods to identify middle ear disease from otoscopic images, between internal to external performance. 1842 otoscopic images were collected from three independent sources: (a) Van, Turkey, (b...

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Bibliographic Details
Main Authors: Al-Rahim Habib, Yixi Xu, Kris Bock, Shrestha Mohanty, Tina Sederholm, William B. Weeks, Rahul Dodhia, Juan Lavista Ferres, Chris Perry, Raymond Sacks, Narinder Singh
Format: Article
Language:English
Published: Nature Portfolio 2023-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-31921-0