Stochastic co-teaching for training neural networks with unknown levels of label noise

Abstract Label noise hampers supervised training of neural networks. However, data without label noise is often infeasible to attain, especially for medical tasks. Attaining high-quality medical labels would require a pool of experts and their consensus reading, which would be extremely costly. Seve...

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Bibliographic Details
Main Authors: Bob D. de Vos, Gino E. Jansen, Ivana Išgum
Format: Article
Language:English
Published: Nature Portfolio 2023-10-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-43864-7