Uncovering the effects of model initialization on deep model generalization: A study with adult and pediatric chest X-ray images.

Model initialization techniques are vital for improving the performance and reliability of deep learning models in medical computer vision applications. While much literature exists on non-medical images, the impacts on medical images, particularly chest X-rays (CXRs) are less understood. Addressing...

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Bibliographic Details
Main Authors: Sivaramakrishnan Rajaraman, Ghada Zamzmi, Feng Yang, Zhaohui Liang, Zhiyun Xue, Sameer Antani
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2024-01-01
Series:PLOS Digital Health
Online Access:https://journals.plos.org/digitalhealth/article/file?id=10.1371/journal.pdig.0000286&type=printable