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Updated: Jun 28, 2026

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一次性联合学习医疗数据使用知识蒸与图像合成和客户端模型适应

Myeongkyun Kang1,2, Philip Chikontwe1, Soopil Kim1,2

  • 1Robotics and Mechatronics Engineering, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Daegu, Korea.

Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention
|January 11, 2024
PubMed
概括

联合学习 (FL) 在不共享敏感数据的情况下训练人工智能模型. 这种新方法,FedISCA,使用合成图像和知识蒸来提高医疗AI的准确性,即使数据有限.

关键词:
客户端模型适应图像合成 图像合成知识蒸 知识蒸噪声 噪声 噪声一次性联合学习

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相关概念视频

Imaging Studies I: CT and MRI01:14

Imaging Studies I: CT and MRI

Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Imaging Studies III: Computed Tomography01:27

Imaging Studies III: Computed Tomography

DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...