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Nov, 2023
通用医疗模型的渐进式持续学习
Class-Incremental Continual Learning for General Purpose Healthcare Models
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Amritpal Singh, Mustafa Burak Gurbuz, Shiva Souhith Gantha, Prahlad Jasti
TL;DR
本研究通过评估四个不同医学图像场景中各种连续学习方法的性能表明,单一模型可以顺序地学习来自不同专业的新任务,并达到与传统方法相当的性能,从而证明了在医学领域跨机构共享或回收模型的可行性,进一步推动了通用医学影像人工智能的发展。
Abstract
healthcare clinics
regularly encounter dynamic data that changes due to variations in patient populations, treatment policies, medical devices, and emerging disease patterns.
deep learning models
can suffer from
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