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Author

Sheng Zhong

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

Separating Diagnosis from Disease Representation: Dual-View EEG Learning with Neural-Dynamics-Guided Deformation

Electroencephalography (EEG)-based closed-loop neuromodulation calls for a subject-specific structured state, as opposed to a single disease probability, specifying which brain regions are deviant, at which frequencies, and at which lags. Sensor-space models keep the strongest diagnostic evidence without anatomy, sourc...

Jia-Ying Wang, Shou-Qian Shi, Yu-Tong Chen et al. · 0 citations
Sep 2026

Annotation-efficient Semi-supervised and Active Learning for Breast Cancer Segmentation in DCE-MRI.

Accurate breast tumor segmentation in dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is vital for diagnosis and treatment planning. Despite advances in deep learning, its performance remains constrained by the need for extensive voxel-wise annotations. To mitigate this burden, we propose an annotation-e...

Ze-Tian Feng, Quan-Ling Zou, Yu Xie et al. · 0 citations

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