MDPNet: a dual-path parallel fusion network for multi-modal MRI glioma genotyping

The proposed framework exhibits significant advantages in integrating heterogeneous features from multi-modal MRI data. Experimental results from internal datasets further validate the model's superior generalizability and clinical utility in assisting glioma diagnosis, highlighting its potential for real-world clinical applications.

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Publication Details

Journal
Frontiers in Oncology
Published
2025-05-19
DOI
https://doi.org/10.3389/fonc.2025.1574861
Citations
1
Primary Topic
Brain Tumor Detection and Classification
Type
article
Field-Weighted Citation Impact
0.84

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article

MDPNet: a dual-path parallel fusion network for multi-modal MRI glioma genotyping

Lijuan Song, Xianhao Huo, Huaizhi Wang, Haichao Liu et al.
1 citations
Frontiers in Oncology
Brain Tumor Detection and Classification
0.84
article

MDPNet: a dual-path parallel fusion network for multi-modal MRI glioma genotyping

Lijuan Song, Xianhao Huo, Huaizhi Wang, Haichao Liu, Fang Du, Jihui Tian, Di Wang
article en
1 citations

Abstract

The proposed framework exhibits significant advantages in integrating heterogeneous features from multi-modal MRI data. Experimental results from internal datasets further validate the model's superior generalizability and clinical utility in assisting glioma diagnosis, highlighting its potential for real-world clinical applications.

Frontiers in OncologyVol. 15
Ningxia University (CN), Ningxia Medical University (CN), Ningxia Medical University General Hospital (CN)
National Natural Science Foundation of China, Natural Science Foundation of Ningxia Province, Key Research and Development Program of Ningxia
Good health and well-being
Openalex Percentile: Top 26%
Brain Tumor Detection and Classification
0.84
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MDPNet: a dual-path parallel fusion network for multi-modal MRI glioma genotyping — Lijuan Song, Xianhao Huo, et al. · Frontiers in Oncology (2025) | TGRS Research Map | TGRS