Mamba-based brain tumor segmentation of incomplete multi-modal MR images

The proposed method allows to foster the learning of absent modality features, leading to a more comprehensive representation of multi-modal magnetic resonance (MR) images for tumor segmentation, mitigating the challenges associated with feature incompleteness due to absent modalities and enhancing the model's capability to navigate these complex situations.

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Publication Details

Journal
Quantitative Imaging in Medicine and Surgery
Published
2026-01-21
DOI
https://doi.org/10.21037/qims-2025-1913
Primary Topic
Medical Image Segmentation Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Mamba-based brain tumor segmentation of incomplete multi-modal MR images

Daqiang Xu, Xiao-Long Li, Jianxin Jiang, Haosen Wang et al.
Quantitative Imaging in Medicine and Surgery
Medical Image Segmentation Techniques
article

Mamba-based brain tumor segmentation of incomplete multi-modal MR images

Daqiang Xu, Xiao-Long Li, Jianxin Jiang, Haosen Wang, Changyong Liu
article en

Abstract

The proposed method allows to foster the learning of absent modality features, leading to a more comprehensive representation of multi-modal magnetic resonance (MR) images for tumor segmentation, mitigating the challenges associated with feature incompleteness due to absent modalities and enhancing the model's capability to navigate these complex situations.

Quantitative Imaging in Medicine and SurgeryVol. 16(2)
Fudan University (CN), Taizhou Fourth People's Hospital (CN), Suzhou Municipal Hospital (CN), Zhongshan Hospital (CN), Wuyi University (CN), Nanjing Medical University (CN), Wuyi University (CN)
Openalex Percentile: Top 83%
Medical Image Segmentation Techniques
DOIOpen Access PDFOpenAlex
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Mamba-based brain tumor segmentation of incomplete multi-modal MR images — Daqiang Xu, Xiao-Long Li, et al. · Quantitative Imaging in Medicine and Surgery (2026) | TGRS Research Map | TGRS