Integrated multi-task learning framework for hepatocellular carcinoma segmentation and histological grading using fused multi-phase MRI.

Objective: This study aims to develop and validate an integrated multi-task framework for hepatocellular carcinoma analysis by combining deep learning-based segmentation with radiomics-based histological grading using fused multi-phase MRI. Materials and methods: In this retrospective study, MRI dat...

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Publicado en:Abdominal Radiology Vol. 51; no. 5; pp. 2439 - 2461
Autores principales: You, Zhihui, Wang, Yuanru, Zhou, Shili
Formato: Journal Article
Publicado: Springer Nature May2026
Acceso en línea:Ver este registro en EBSCOhost