ICA-based artifact removal does not consistently improve deep network decoding performance on EEG data across three BCI tasks and multiple models.
To see whether the results would be generalizable, we chose 3 different network architectures, including two specifically designed for brain signal classification
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I see artifacts: ICA-based EEG artifact removal does not improve deep network decoding across three BCI tasks
ICA-based artifact removal does not consistently improve deep network decoding performance on EEG data across three BCI tasks and multiple models.