Democratizing Artificial Intelligence in Healthcare: A Study of Model Development Across Two Institutions Incorporating Transfer Learning

Vikash Gupta1
Vikash Gupta1
Varun Buch3
Varun Buch3
Marcio A. B. C. Rockenbach
Marcio A. B. C. Rockenbach
Olga Laur
Olga Laur
Brian Ghoshhajra
Brian Ghoshhajra
Ittai Dayan
Ittai Dayan
Mona G. Flores
Mona G. Flores
Barbaros Selnur Erdal
Barbaros Selnur Erdal
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摘要

The training of deep learning models typically requires extensive data, which are not readily available as large well-curated medical-image datasets for development of artificial intelligence (AI) models applied in Radiology. Recognizing the potential for transfer learning (TL) to allow a fully trained model from one institution to be f...更多

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