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Cross-domain semantic compensation via spatial–frequency decoupling for robust medical image segmentation | Synapse
March 3, 2026
Cross-domain semantic compensation via spatial–frequency decoupling for robust medical image segmentation
BZ
Bangcheng Zhan
Tongling University
PQ
Ping Qi
Tongling Nonferrous Metals Group Holding (China)
RZ
Ruiyao Zhang
University of Aizu
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Puntos clave
Image segmentation accuracy improves significantly when spatial-frequency decoupling is applied.
A notable enhancement of 25% in segmentation precision supports the efficacy of semantic compensation.
Application of a novel algorithm facilitates better robustness in diverse medical imaging scenarios.
Highlights the potential for enhanced diagnostic accuracy in clinical practice with advanced image processing.
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Cite This Study
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Zhan et al. (Fri,) studied this question.
synapsesocial.com/papers/69a75dcfc6e9836116a280f0
https://doi.org/https://doi.org/10.1016/j.neucom.2026.132898