Modality-based attention and dual-stream multiple instance convolutional neural network for predicting microvascular invasion of hepatocellular carcinoma

Modality-based attention and dual-stream multiple instance convolutional neural network for predicting microvascular invasion of hepatocellular carcinoma

Background and purposeThe presence of microvascular invasion (MVI) is a crucial indicator of postoperative recurrence in patients with hepatocellular carcinoma (HCC). Detecting MVI before surgery can improve personalized surgical planning and enhance patient survival. However, existing automatic dia...

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Bibliographic Details
Main Authors: Zhi Li, Yutao Wang, Yuzhao Zhu, Jiafeng Xu, Jinzhu Wei, Jiang Xie, Jian Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-06-01
Series:Frontiers in Oncology
Subjects:
hepatocellular carcinoma
microvascular invasion
multiple instance learning
attention mechanism
MRI
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2023.1195110/full

Internet

https://www.frontiersin.org/articles/10.3389/fonc.2023.1195110/full

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