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Updated: Dec 22, 2025

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
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医疗成像的新型联合学习框架:结合PCA和早期停止的资源高效方法

Negin Piran Nanekaran1, Eranga Ukwatta1

  • 1Department of Engineering, University of Guelph, Guelph, Ontario, Canada.

Medical physics
|September 4, 2025
PubMed
概括

这项研究引入了医疗成像的自适应联合学习 (FL) 框架,显著减少了能源消耗和培训时间. 这种新的方法提高了模型在各种数据集中的性能和通用性,使其适用于现实世界医疗保健应用.

关键词:
数据异质性数据隐私联合学习医疗图像处理主要组件分析前列腺癌成像检查

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