Sleep Stage Classification on Sleep-EDFX
85.24Accuracy (ACC)NeuroNet-B+TCM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| NeuroNet-B+TCMEEG Epoch=202024.04 | 85.24 | 93.15 | 58.8 | 87.21 | 76.97 | 83 | 79.82 | |
| NeuroNet-T+TCMEEG Epoch=202024.04 | 82.67 | 92.27 | 53.01 | 85.19 | 75.23 | 77.13 | 76.57 | |
| AttnSleepEEG Epoch=12024.04 | 82.42 | 92.71 | 47.72 | 84.65 | 65.23 | 82.44 | 74.55 | |
| U-SleepEEG Epoch=352024.04 | 81.48 | 92.59 | 45.77 | 83.61 | 63.65 | 80.9 | 73.3 | |
| SleepExpertNetEEG Epoch=202024.04 | 79.68 | 91.49 | 40.44 | 83.84 | 72.28 | 72.18 | 72.05 | |
| Two-stage supervised (w/ Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=True2026.05 | 79.67 | 78.16 | — | — | — | — | — | |
| Supervised TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 79.45 | 78.06 | — | — | — | — | — | |
| Two-stage supervised (w/o Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=False2026.05 | 79.15 | 78.21 | — | — | — | — | — | |
| Frozen (w/ Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=True, Encoder=Random sequence encoder2026.05 | 78.82 | 78.03 | — | — | — | — | — | |
| IITNetEEG Epoch=102024.04 | 78.77 | 91.13 | 43.74 | 83.17 | 61.27 | 72.88 | 70.44 | |
| Frozen (w/o Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=False, Encoder=Random sequence encoder2026.05 | 78.67 | 77.83 | — | — | — | — | — | |
| Random TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 77.75 | 76.32 | — | — | — | — | — | |
| DeepSleepNetEEG Epoch=252024.04 | 77.49 | 90.84 | 35.56 | 81.42 | 68.59 | 68.02 | 68.89 | |
| One-stage supervisedTraining Regime=Sequence-level Frozen Encoder2026.05 | 76.77 | 75.33 | — | — | — | — | — | |
| NeuroNet-BEvaluation protocol=linear evaluation, Input=single-epoch EEG, Size=Base2024.04 | 76.74 | 89.17 | 36.24 | 81.74 | 69.97 | 63.82 | 68.19 | |
| NeuroNet-TEvaluation protocol=linear evaluation, Input=single-epoch EEG, Size=Tiny2024.04 | 76.26 | 89.9 | 30.21 | 81.51 | 71.39 | 59.51 | 66.5 | |
| ContraWREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 75.79 | 88.4 | 34.35 | 81.67 | 68.81 | 62.78 | 67.2 | |
| Barlow TwinsEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 75.13 | 87.85 | 29.2 | 81.84 | 69.69 | 57.33 | 65.18 | |
| mulEEGEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 74.92 | 89.09 | 36.52 | 80.69 | 69.62 | 59.66 | 67.12 | |
| NoneTraining Regime=Random vs. Trained Transformer, Encoder=None2026.05 | 73.94 | 71.89 | — | — | — | — | — | |
| RL-BioAugCategory=Composite, Augmentation Strategy=RL-BioAug2026.01 | 72.72 | — | — | — | — | — | 69.55 | |
| SwAVEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 71.98 | 85.11 | 32.49 | 78.92 | 62.68 | 54.44 | 62.73 | |
| BYOLEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 71.82 | 87.08 | 33.4 | 78.32 | 64.49 | 55.12 | 63.68 | |
| SimCLREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 71.49 | 85.95 | 32.25 | 79.44 | 68.65 | 53.59 | 63.98 | |
| SimSiamEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 71.34 | 85.55 | 29.3 | 78.92 | 63.62 | 46.89 | 60.85 | |
| SimMIMEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 69.94 | 83.68 | 26.69 | 75.73 | 51.32 | 44.32 | 56.35 | |
| Data2VecEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 69.78 | 83.39 | 28.54 | 75.41 | 56.54 | 50.82 | 58.94 | |
| MAEEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 68.31 | 81.23 | 27.39 | 76.72 | 60.99 | 46.91 | 58.65 | |
| Time MaskingCategory=Single, Augmentation Strategy=Time Masking2026.01 | 65.52 | — | — | — | — | — | 61.83 | |
| Time PermutationCategory=Single, Augmentation Strategy=Time Permutation2026.01 | 65.33 | — | — | — | — | — | 60.82 | |
| Crop & ResizeCategory=Single, Augmentation Strategy=Crop & Resize2026.01 | 64.63 | — | — | — | — | — | 60.4 | |
| Random SelectionCategory=Composite, Augmentation Strategy=Random Selection2026.01 | 64.48 | — | — | — | — | — | 59.86 | |
| Time FlipCategory=Single, Augmentation Strategy=Time Flip2026.01 | 64.22 | — | — | — | — | — | 59.52 | |
| Time WarpCategory=Single, Augmentation Strategy=Time Warp2026.01 | 62.49 | — | — | — | — | — | 57.8 | |
| TS-TCCEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 61.45 | 73.28 | 21.15 | 66.01 | 41.39 | 37.33 | 47.83 | |
| BENDREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 57.42 | 72.15 | 28.28 | 67.83 | 50.94 | 32.5 | 50.34 |