Author

Yi Zhang

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Preprint Aug 2026

Frequency-Decorrelated Temporal Ensembles for EEG--fNIRS Imagined-Handwriting Decoding

FRED is proposed, a task-adapted system that models imagined handwriting as a multi-second motor sequence and trains a compact multi-scale temporal network on three complementary EEG frequency views and identifies frequency-diverse temporal EEG modeling and protocol-matched structured inference as the principal sources of performance in this sparse-montage EEG--fNIRS setting.

Xiaojue Fan, Hong-Bin Guo, Yubo Han et al. · 0 citations

Aug 2026

Reverse Imaging: Any-Sequence Generalization for Cardiac MRI Segmentation.

Extensive experiments on eight unseen cardiac MRI sequences with markedly different contrast mechanisms show that Reverse Imaging yields plausible tissue-property estimates, supports synthesis of diverse yet physically consistent contrasts, and improves segmentation robustness under severe cross-sequence shifts.

Yidong Zhao, Yi Zhang, Tong Yang et al. · IEEE Transactions on Medical... · 0 citations