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Data- and knowledge-driven multimodal learning in computational pathology: A comprehensive survey

Computational pathology (CPath) is undergoing a transformative evolution, driven by the convergence of large-scale biomedical data and breakthroughs in deep learning and large language models. Medical data is collected using different measurement modalities or sources, each providing complementary i...

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Principais autores: Mingxin Liu, Chengfei Cai, Depin Chen, Jun Li, Jinze Li, Wenlong Ming, Jun Xu
Format: Artigo
Sprog:Inglês
Udgivet: Elsevier 2026-06-01
Serier:EngMedicine
Fag:
Computational pathology
Multimodal learning
Data- and knowledge-driven
Pathological foundation model
Online adgang:http://www.sciencedirect.com/science/article/pii/S2950489926000138
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