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Updated: Jun 22, 2025

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DP-SSLoRA:一个保护隐私的医疗分类模型,将差异性隐私与自我监督的低级适应结合起来

Chaokun Yan1, Haicao Yan2, Wenjuan Liang1

  • 1School of Computer and Information Engineering, Henan University, Kaifeng, 475004, Henan, China; Academy for Advanced Interdisciplinary Studies, Henan University, Kaifeng, 475004, Henan, China; Henan Engineering Research Center of Intelligent Technology and Application, Henan University, Kaifeng, 475004, Henan, China.

Computers in biology and medicine
|July 4, 2024
PubMed
概括

这项研究介绍了DP-SSLoRA,这是一种用于保护隐私的医疗图像分析的新方法. 它平衡了患者的隐私与模型的实用性,在胸部X射线分类任务中实现了高精度.

关键词:
在DP-SGD中,它是最重要的.不同的隐私差异性隐私.低级别的适应方式医学图像分类 医学图像分类自主监督学习学习

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