BriefGPT.xyz
Mar, 2023
朝向通用医疗AI:持续学习医学基础模型
Towards General Purpose Medical AI: Continual Learning Medical Foundation Model
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Huahui Yi, Ziyuan Qin, Qicheng Lao, Wei Xu, Zekun Jiang...
TL;DR
本文通过探究机器学习中三种主流学习方法,即领域/任务特殊化学习,联合学习,以及连续学习,并运用VLMs这一良好的跨领域学习模型作为医学基础模型,得到了在不同领域/任务测试集中的十分出色的泛化性能,并提出连续学习可能是构建医学基础模型的一种切实可行和高效的学习范式。
Abstract
Inevitable domain and task discrepancies in real-world scenarios can impair the generalization performance of the pre-trained deep models for medical data. Therefore, we audaciously propose that we should build a
general-purpose
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