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High-intensity deformation augmentation for sublingual varices segmentation: A transformer-based deep learning approach | Synapse
March 3, 2026
High-intensity deformation augmentation for sublingual varices segmentation: A transformer-based deep learning approach
WC
Wen-Hsien Chang
PH
Po-Chi Hsu
CC
Chih-Chieh Chen
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Key Points
Improved segmentation achieved through high-intensity deformation augmentation techniques.
The method shows remarkable accuracy increases, with specific metrics indicating enhancement.
Utilizing a transformer-based deep learning approach allows for precise identification of sublingual varices.
This innovative method may enable more reliable diagnostic imaging in clinical settings.
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Chang et al. (Wed,) studied this question.
synapsesocial.com/papers/69a75c25c6e9836116a24ab9
https://doi.org/https://doi.org/10.1016/j.eujim.2026.102623