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人工智能 Pattern Recognition Graph Foundation Model for Medical Image Analysis 全文截稿: 2025-02-01 影响因子: 7.196 CCF分类: B类 中科院JCR分区: • 大类 : 计算机科学 - 1区 • 大类 : 工程:电子与电气 - 1区 • 大类 : 计算机:人工智能 - 1区 网址: http://www.journals.elsevier.com/pattern-recognition// The integration of diverse medical imaging modalities, such as MRI, CT, PET, and histopathological images, presents significant opportunities for advancing precision medicine, diagnostics, and treatment strategies. However, the complexity of relationships within this imaging data poses unique challenges in data representation, fusion, and analysis. Graph foundation models, a powerful tool for capturing relationships and dependencies between imaging entities, are uniquely suited to address these challenges, especially in the context of medical imaging where connections between different types of images are crucial for holis
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