FCFDiff-Net: full-conditional feature diffusion embedded network for 3D brain tumor segmentation

The proposed FCFDiff-Net provides an efficient and robust solution for 3D BraTS, outperforming existing models in terms of accuracy and robustness. Future work will focus on exploring the model's generalization capabilities and conducting lightweight experiments to further enhance its applicability.

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Publication Details

Journal
Quantitative Imaging in Medicine and Surgery
Published
2025-04-30
DOI
https://doi.org/10.21037/qims-24-2300
Citations
2
Primary Topic
Brain Tumor Detection and Classification
Type
article
Field-Weighted Citation Impact
1.68
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article

FCFDiff-Net: full-conditional feature diffusion embedded network for 3D brain tumor segmentation

Zhaozhao Xu, Shuihua Wang, Chaosheng Tang, Xiaosheng Wu et al.
2 citations
Quantitative Imaging in Medicine and Surgery
Brain Tumor Detection and Classification
1.68
article

FCFDiff-Net: full-conditional feature diffusion embedded network for 3D brain tumor segmentation

Zhaozhao Xu, Shuihua Wang, Chaosheng Tang, Xiaosheng Wu, Yudong Zhang, Junding Sun, Qingyi Hou
article en
2 citations

Abstract

The proposed FCFDiff-Net provides an efficient and robust solution for 3D BraTS, outperforming existing models in terms of accuracy and robustness. Future work will focus on exploring the model's generalization capabilities and conducting lightweight experiments to further enhance its applicability.

Quantitative Imaging in Medicine and SurgeryVol. 15(5)
University of Leicester (GB), King Abdulaziz University (SA), Henan Polytechnic University (CN), Xi’an Jiaotong-Liverpool University (CN)
Openalex Percentile: Top 16%
Brain Tumor Detection and Classification
1.68
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FCFDiff-Net: full-conditional feature diffusion embedded network for 3D brain tumor segmentation — Zhaozhao Xu, Shuihua Wang, et al. · Quantitative Imaging in Medicine and Surgery (2025) | TGRS Research Map | TGRS