Foundation Models for Histopathology—Fanfare or Flair

Objective: To assess the performance of the current foundation models in histopathology. Patients and Methods: The assessment involves a comprehensive evaluation of some foundation models, such as the CLIP derivatives, namely PLIP and BiomedCLIP, which were fine-tuned on data scraped from the intern...

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Main Authors: Saghir Alfasly, PhD, Peyman Nejat, MD, Sobhan Hemati, PhD, Jibran Khan, Isaiah Lahr, Areej Alsaafin, PhD, Abubakr Shafique, PhD, Nneka Comfere, MD, Dennis Murphree, PhD, Chady Meroueh, MD, Saba Yasir, MBBS, Aaron Mangold, MD, Lisa Boardman, MD, Vijay H. Shah, MD, Joaquin J. Garcia, MD, H.R. Tizhoosh, PhD
Format: Article
Language:English
Published: Elsevier 2024-03-01
Series:Mayo Clinic Proceedings: Digital Health
Online Access:http://www.sciencedirect.com/science/article/pii/S2949761224000142