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Inaccurate labels in weakly-supervised deep learning: Automatic identification and correction and their impact on classification performance

In data-driven deep learning-based modeling, data quality may substantially influence classification performance. Correct data labeling for deep learning modeling is critical. In weakly-supervised learning, a challenge lies in dealing with potentially inaccurate or mislabeled training data. In this...

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Shranjeno v:
Bibliografske podrobnosti
izdano v:IEEE J Biomed Health Inform
Main Authors: Hao, Degan, Zhang, Lei, Sumkin, Jules, Mohamed, Aly, Wu, Shandong
Format: Artigo
Jezik:Inglês
Izdano: 2020
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC7429345/
https://ncbi.nlm.nih.gov/pubmed/32078570
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/JBHI.2020.2974425
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