Journal of imaging informatics in medicine
From Embeddings to Accuracy: Comparing Foundation Models for Radiographic Classification.
Xue Li, Jameson Merkow, Noel C F Codella, Alberto Santamaria-Pang, Naiteek Sangani, Alexander Ersoy, Christopher Burt, John W Garrett, Richard J Bruce, Joshua D Warner, Tyler Bradshaw, Ivan Tarapov, Matthew P Lungren, Alan B McMillan
Published: 202510.1007/s10278-025-01747-5
Abstract
Foundation models, pre-trained on extensive datasets, have significantly advanced machine learning by providing robust and transferable embeddings applicable to various domains, including medical imaging diagnostics. This study evaluates the utility…
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