Imagined digit classification on MegNIST
76.3AccuracyPhysiological Noise Augmentation (PNA)
Evaluation results
| Method | Links | |
|---|---|---|
| Physiological Noise Augmentation (PNA)Backbone=EEGNET, Trial Averaging=10-Trial2026.07 | 76.3 | |
| White NoiseBackbone=EEGNET, Trial Averaging=10-Trial2026.07 | 74.7 | |
| Frequency ShiftBackbone=EEGNET, Trial Averaging=10-Trial2026.07 | 73.9 | |
| Temporal ShiftBackbone=EEGNET, Trial Averaging=10-Trial2026.07 | 73.6 | |
| Amplitude ScalingBackbone=EEGNET, Trial Averaging=10-Trial2026.07 | 73.5 | |
| Raw DataBackbone=EEGNET, Trial Averaging=10-Trial2026.07 | 73 | |
| Smooth Time MaskBackbone=EEGNET, Trial Averaging=10-Trial2026.07 | 71.3 | |
| Frequency ShiftBackbone=MLP, Trial Averaging=10-Trial2026.07 | 59.6 | |
| Temporal ShiftBackbone=MLP, Trial Averaging=10-Trial2026.07 | 58.4 | |
| White NoiseBackbone=MLP, Trial Averaging=10-Trial2026.07 | 57.8 | |
| Physiological Noise Augmentation (PNA)Backbone=MLP, Trial Averaging=10-Trial2026.07 | 57.4 | |
| Smooth Time MaskBackbone=MLP, Trial Averaging=10-Trial2026.07 | 57.3 | |
| Amplitude ScalingBackbone=MLP, Trial Averaging=10-Trial2026.07 | 55.5 | |
| Raw DataBackbone=MLP, Trial Averaging=10-Trial2026.07 | 54.2 | |
| Amplitude ScalingBackbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 34.1 | |
| Raw DataBackbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 33.7 | |
| Physiological Noise Augmentation (PNA)Backbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 33.2 | |
| White NoiseBackbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 32.9 | |
| Temporal ShiftBackbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 32.8 | |
| Frequency ShiftBackbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 32.1 | |
| Smooth Time MaskBackbone=EEGNET, Trial Averaging=Single-Trial2026.07 | 31.7 | |
| Frequency ShiftBackbone=MLP, Trial Averaging=Single-Trial2026.07 | 27 | |
| Temporal ShiftBackbone=MLP, Trial Averaging=Single-Trial2026.07 | 26.5 | |
| Physiological Noise Augmentation (PNA)Backbone=MLP, Trial Averaging=Single-Trial2026.07 | 26.2 | |
| White NoiseBackbone=MLP, Trial Averaging=Single-Trial2026.07 | 26.1 | |
| Amplitude ScalingBackbone=MLP, Trial Averaging=Single-Trial2026.07 | 26 | |
| Smooth Time MaskBackbone=MLP, Trial Averaging=Single-Trial2026.07 | 25.6 | |
| Raw DataBackbone=MLP, Trial Averaging=Single-Trial2026.07 | 25.5 |