Sleep Stage Classification on SHHS
93.4F1 WeightedCONFSLEEPNET
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CONFSLEEPNET2026.05 | 93.4 | 44.2 | 90 | 89.3 | 89.7 | 88.2 | 81.3 | |
| SLEEPYCO2026.05 | 92.6 | 49.2 | 88.5 | 84.5 | 88.6 | 87.9 | 80.7 | |
| FLEXIBLESLEEPNET2026.05 | 92.3 | 40 | 88.8 | 87 | 89.7 | 87.6 | 79.6 | |
| CONFSLEEPNET-2026.05 | 92.1 | 41.1 | 88 | 84.9 | 89.2 | 87.4 | 79.1 | |
| XSLEEPNET2026.05 | 92 | 49.9 | 88.3 | 85 | 88.2 | 87.6 | 80.7 | |
| TMCEK2026.05 | 90.5 | 43.2 | 87.1 | 85.1 | 83.9 | 84.3 | 78 | |
| NeuroNet-BEvaluation protocol=linear evaluation, Input=single-epoch EEG, Size=Base2024.04 | 88.27 | 30.76 | 86.2 | 87.56 | 79.41 | 84.13 | 74.44 | |
| ContraWREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 85.78 | 25.51 | 84.2 | 85.79 | 77.53 | 81.65 | 71.76 | |
| DEEPSLEEPNET2026.05 | 85.4 | 40.5 | 82.5 | 79.3 | 81.9 | 81 | 73.9 | |
| MAEEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 85.28 | 18.38 | 83.95 | 84.9 | 75.86 | 81.08 | 69.67 | |
| SimMIMEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 84.94 | 22.38 | 83.14 | 85.11 | 75.25 | 80.45 | 70.16 | |
| SimSiamEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 84.77 | 21.06 | 81.59 | 83.56 | 73.09 | 79.23 | 68.81 | |
| Barlow TwinsEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 84.36 | 23.84 | 81.69 | 83.82 | 74.13 | 79.27 | 69.57 | |
| NeuroNet-TEvaluation protocol=linear evaluation, Input=single-epoch EEG, Size=Tiny2024.04 | 83.97 | 13.95 | 83.3 | 85.45 | 73.75 | 80.45 | 68.09 | |
| mulEEGEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 83.67 | 21.41 | 83.06 | 85.82 | 74.16 | 79.94 | 69.62 | |
| SimCLREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 83.61 | 23.14 | 80.64 | 82.75 | 71.92 | 77.75 | 68.41 | |
| Two-stage supervised (w/o Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=False2026.05 | 83.41 | — | — | — | — | 83.79 | — | |
| Two-stage supervised (w/ Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=True2026.05 | 83.41 | — | — | — | — | 83.82 | — | |
| BYOLEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 83.2 | 19.5 | 81.71 | 84.52 | 71.32 | 78.51 | 68.05 | |
| Frozen (w/o Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=False, Encoder=Random sequence encoder2026.05 | 82.89 | — | — | — | — | 83.36 | — | |
| Frozen (w/ Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=True, Encoder=Random sequence encoder2026.05 | 82.78 | — | — | — | — | 83.21 | — | |
| SwAVEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 81.88 | 21.8 | 80.1 | 82.17 | 71.93 | 77.21 | 67.58 | |
| Supervised TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 80.62 | — | — | — | — | 80.86 | — | |
| One-stage supervisedTraining Regime=Sequence-level Frozen Encoder2026.05 | 79.81 | — | — | — | — | 80.96 | — | |
| Data2VecEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 78.07 | 16.65 | 79.08 | 81.02 | 71.24 | 76.18 | 65.21 | |
| Random TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 73.32 | — | — | — | — | 74.18 | — | |
| NoneTraining Regime=Random vs. Trained Transformer, Encoder=None2026.05 | 70.38 | — | — | — | — | 71.42 | — | |
| TS-TCCEvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 70.05 | 17.68 | 75.33 | 73.23 | 62 | 70.43 | 59.66 | |
| BENDREvaluation protocol=linear evaluation, Input=single-epoch EEG2024.04 | 52.34 | 8.41 | 72.72 | 78.37 | 54.78 | 65.08 | 53.32 | |
| AttnSleepEEG Epoch=12024.04 | 0.8956 | 0.4808 | 0.8653 | 0.8176 | 0.8882 | 0.8559 | 0.7895 | |
| U-SleepEEG Epoch=352024.04 | 0.8932 | 0.4738 | 0.8557 | 0.8096 | 0.8758 | 0.8474 | 0.7816 | |
| NeuroNet-B+TCMEEG Epoch=202024.04 | 0.8905 | 0.5529 | 0.8809 | 0.8648 | 0.8725 | 0.8688 | 0.8123 | |
| IITNetEEG Epoch=102024.04 | 0.8858 | 0.421 | 0.8512 | 0.8037 | 0.8505 | 0.8382 | 0.7624 | |
| SleepExpertNetEEG Epoch=202024.04 | 0.8728 | 0.2813 | 0.8383 | 0.8539 | 0.7772 | 0.8198 | 0.7247 | |
| NeuroNet-T+TCMEEG Epoch=202024.04 | 0.8644 | 0.5017 | 0.8597 | 0.8597 | 0.8399 | 0.8462 | 0.7851 | |
| DeepSleepNetEEG Epoch=252024.04 | 0.8384 | 0.1887 | 0.8355 | 0.8467 | 0.768 | 0.8102 | 0.6955 | |
| Our Pretrained Modelmodel_type=Pretrained2026.02 | — | — | — | — | — | — | 80 | |
| Perslev et al.2026.02 | — | — | — | — | — | — | 80 |