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Updated: Jun 16, 2025

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在噪音标签中改善医疗图像分类,仅使用自主监督预训

Bidur Khanal1, Binod Bhattarai2, Bishesh Khanal3

  • 1Center for Imaging Science, RIT, Rochester, NY, USA.

Data engineering in medical imaging : first MICCAI Workshop, DEMI 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 8, 2023, Proceedings. DEMI (Workshop) (1st : 2023 : Vancouver, B.C.)
|August 15, 2024
PubMed
概括

自主监督学习预训练改善了在有噪音标签的医疗图像上训练的深度学习模型. 这种方法增强了特征提取和分类的稳定性,这对于准确的医学图像分析至关重要.

关键词:
功能提取 特性提取标签 噪声 标签 噪声学习与杂的标签学习.医学图像分类 医学图像分类自主监督的预训.热身的障碍物是一个障碍.

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Classification of Illness01:17

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The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
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