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Deep learning with noisy labels: exploring techniques and remedies in medical image analysis

Supervised training of deep learning models requires large labeled datasets. There is a growing interest in obtaining such datasets for medical image analysis applications. However, the impact of label noise has not received sufficient attention. Recent studies have shown that label noise can signif...

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Vydáno v:Med Image Anal
Hlavní autoři: Karimi, Davood, Dou, Haoran, Warfield, Simon K., Gholipour, Ali
Médium: Artigo
Jazyk:Inglês
Vydáno: 2020
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7484266/
https://ncbi.nlm.nih.gov/pubmed/32623277
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.media.2020.101759
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