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Jun, 2024
医学基础模型综述
A Comprehensive Survey of Foundation Models in Medicine
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Wasif Khan, Seowung Leem, Kyle B. See, Joshua K. Wong, Shaoting Zhang...
TL;DR
基于自我监督方法使用大规模数据集训练的基础模型(FMs)被广泛应用于各个领域,包括医疗保健领域,特别在自然语言处理、医学图像分析、临床大型语言模型和病理组学数据等方面。该综述论文全面概述了FMs在医疗保健领域的历史、学习策略、旗舰模型、应用和挑战,并提供了详细的医疗应用分类,同时讨论了FMs所面临的挑战和未来研究方向。
Abstract
foundation models
(FMs) are large-scale deep-learning models trained on extensive datasets using self-supervised techniques. These models serve as a base for various
downstream tasks
, including
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