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Cepstral Analysis Based Artifact Detection, Recognition and Removal for Prefrontal EEG
The proposed method achieves an accuracy of 99. 62% on the artifact detection task and a 82. 79% accuracy on the 6-category eye movement classification task.
Multi-Channel Multi-Domain based Knowledge Distillation Algorithm for Sleep Staging with Single-Channel EEG
The proposed algorithm achieves a state-of-the-art single-channel sleep staging accuracy of 86. 5%, with only 0. 6% deterioration from the state-of-the-art multi-channel model.
Single-channel EEG completion using Cascade Transformer
It is easy for the electroencephalogram (EEG) signal to be incomplete due to packet loss, electrode falling off, etc.
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