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Noise-induced modality-specific pretext learning for pediatric chest X-ray image classification

IntroductionDeep learning (DL) has significantly advanced medical image classification. However, it often relies on transfer learning (TL) from models pretrained on large, generic non-medical image datasets like ImageNet. Conversely, medical images possess unique visual characteristics that such gen...

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Principais autores: Sivaramakrishnan Rajaraman, Zhaohui Liang, Zhiyun Xue, Sameer Antani
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2024-09-01
coleção:Frontiers in Artificial Intelligence
Assuntos:
chest radiography
deep learning
pediatric
modality-specific knowledge transfer
pretext learning
ensemble learning
Acesso em linha:https://www.frontiersin.org/articles/10.3389/frai.2024.1419638/full
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