Generalizability of deep learning models for dental image analysis

Abstract We assessed the generalizability of deep learning models and how to improve it. Our exemplary use-case was the detection of apical lesions on panoramic radiographs. We employed two datasets of panoramic radiographs from two centers, one in Germany (Charité, Berlin, n = 650) and one in India...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron: Joachim Krois, Anselmo Garcia Cantu, Akhilanand Chaurasia, Ranjitkumar Patil, Prabhat Kumar Chaudhari, Robert Gaudin, Sascha Gehrung, Falk Schwendicke
Fformat: Erthygl
Iaith:English
Cyhoeddwyd: Nature Portfolio 2021-03-01
Cyfres:Scientific Reports
Mynediad Ar-lein:https://doi.org/10.1038/s41598-021-85454-5