Sleep Stage Classification on SleepEDF 78
0.853Accuracy (ACC)CONFSLEEPNET
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CONFSLEEPNET2026.05 | 0.853 | 0.788 | — | 0.931 | 0.458 | 0.861 | 0.828 | 0.86 | — | — | — | |
| MC2SleepNetProtocol=Pre-trained on SHHS then fine-tuned on SleepEDF-78 (+), Input=RS + SP, Subjects=782025.02 | 0.846 | 0.791 | 0.787 | 0.931 | 0.506 | 0.865 | 0.806 | 0.845 | — | — | — | |
| SleePycoInput=RS, Subjects=782025.02 | 0.846 | 0.79 | 0.787 | 0.935 | 0.504 | 0.865 | 0.805 | 0.842 | — | — | — | |
| SLEEPYCO2026.05 | 0.846 | 0.787 | — | 0.924 | 0.504 | 0.86 | 0.805 | 0.842 | — | — | — | |
| FLEXIBLESLEEPNET2026.05 | 0.846 | 0.781 | — | 0.921 | 0.482 | 0.857 | 0.807 | 0.839 | — | — | — | |
| HMDT-NET2026.05 | 0.845 | 0.779 | — | 0.925 | 0.503 | 0.844 | 0.812 | 0.809 | — | — | — | |
| MC2SleepNetMasking ratio=50%, Protocol=Pre-training step only (Γ), Input=RS + SP, Subjects=782025.02 | 0.844 | 0.785 | 0.784 | 0.933 | 0.493 | 0.865 | 0.788 | 0.846 | — | — | — | |
| MC2SleepNetMasking ratio=15%, Protocol=Pre-training step only (Γ), Input=RS + SP, Subjects=782025.02 | 0.844 | 0.787 | 0.784 | 0.933 | 0.494 | 0.864 | 0.8 | 0.842 | — | — | — | |
| CONFSLEEPNET-2026.05 | 0.842 | 0.782 | — | 0.926 | 0.454 | 0.856 | 0.824 | 0.851 | — | — | — | |
| XSleepNetInput=RS + SP, Subjects=782025.02 | 0.84 | 0.779 | 0.778 | 0.933 | 0.499 | 0.86 | 0.787 | 0.818 | — | — | — | |
| XSLEEPNET2026.05 | 0.84 | 0.787 | — | 0.926 | 0.503 | 0.855 | 0.792 | 0.857 | — | — | — | |
| TINYSLEEPNET2026.05 | 0.831 | 0.781 | — | 0.928 | 0.51 | 0.853 | 0.811 | 0.803 | — | — | — | |
| SeqSleepNetInput=SP, Subjects=782025.02 | 0.826 | 0.764 | 0.76 | — | — | — | — | — | — | — | — | |
| SALIENTSLEEPNET2026.05 | 0.826 | 0.765 | — | 0.923 | 0.505 | 0.844 | 0.712 | 0.842 | — | — | — | |
| SleepTransformerInput=SP, Subjects=782025.02 | 0.814 | 0.743 | 0.743 | 0.917 | 0.404 | 0.843 | 0.779 | 0.772 | — | — | — | |
| MSA-CNN (large)mode=multivariate, year=20242025.01 | 0.814 | 0.738 | 0.737 | — | — | — | — | — | — | — | — | |
| TMCEK2026.05 | 0.814 | 0.775 | — | 0.922 | 0.475 | 0.842 | 0.796 | 0.843 | — | — | — | |
| JK-STGCNmode=multivariate, year=20222025.01 | 0.81 | 0.739 | 0.734 | — | — | — | — | — | — | — | — | |
| MSA-CNN (small)mode=multivariate, year=20242025.01 | 0.808 | 0.724 | 0.728 | — | — | — | — | — | — | — | — | |
| MSTGCNmode=multivariate, year=20212025.01 | 0.807 | 0.747 | 0.733 | — | — | — | — | — | — | — | — | |
| HierCorrPoolmode=multivariate, year=20232025.01 | 0.806 | 0.731 | 0.727 | — | — | — | — | — | — | — | — | |
| MSA-CNN (large)mode=univariate, year=20242025.01 | 0.801 | 0.71 | 0.717 | — | — | — | — | — | — | — | — | |
| SleepEEGNetInput=RS, Subjects=782025.02 | 0.8 | 0.736 | 0.73 | 0.917 | 0.441 | 0.825 | 0.735 | 0.761 | — | — | — | |
| AttnSleepmode=univariate, year=20212025.01 | 0.799 | 0.71 | 0.716 | — | — | — | — | — | — | — | — | |
| cVANmode=multivariate, year=20242025.01 | 0.798 | 0.736 | 0.722 | — | — | — | — | — | — | — | — | |
| MSA-CNN (small)mode=univariate, year=20242025.01 | 0.792 | 0.68 | 0.701 | — | — | — | — | — | — | — | — | |
| EEGNetmode=multivariate, year=20182025.01 | 0.78 | 0.67 | 0.686 | — | — | — | — | — | — | — | — | |
| DEEPSLEEPNET2026.05 | 0.778 | 0.718 | — | 0.909 | 0.45 | 0.792 | 0.727 | 0.711 | — | — | — | |
| DeepSleepNetmode=univariate, year=20172025.01 | 0.77 | 0.673 | 0.673 | — | — | — | — | — | — | — | — | |
| FC-STGNNmode=multivariate, year=20242025.01 | 0.762 | 0.681 | 0.668 | — | — | — | — | — | — | — | — | |
| EEGNetmode=univariate, year=20182025.01 | 0.76 | 0.628 | 0.655 | — | — | — | — | — | — | — | — | |
| HierCorrPoolmode=univariate, year=20232025.01 | 0.753 | 0.662 | 0.653 | — | — | — | — | — | — | — | — | |
| GraphSleepNetmode=multivariate, year=20202025.01 | 0.692 | 0.555 | 0.562 | — | — | — | — | — | — | — | — | |
| FC-STGNNmode=univariate, year=20242025.01 | 0.66 | 0.54 | 0.52 | — | — | — | — | — | — | — | — | |
| AttnSleepStage=WAKE2025.12 | — | — | — | — | — | — | — | — | 0.92 | 0.923 | 0.918 | |
| AttnSleepStage=N12025.12 | — | — | — | — | — | — | — | — | 0.421 | 0.453 | 0.392 | |
| AttnSleepStage=N22025.12 | — | — | — | — | — | — | — | — | 0.85 | 0.835 | 0.865 | |
| AttnSleepStage=N32025.12 | — | — | — | — | — | — | — | — | 0.821 | 0.823 | 0.82 | |
| AttnSleepStage=REM2025.12 | — | — | — | — | — | — | — | — | 0.742 | 0.731 | 0.753 | |
| OursStage=WAKE2025.12 | — | — | — | — | — | — | — | — | 0.95 | 0.96 | 0.94 | |
| OursStage=N12025.12 | — | — | — | — | — | — | — | — | 0.59 | 0.64 | 0.54 | |
| OursStage=N22025.12 | — | — | — | — | — | — | — | — | 0.87 | 0.86 | 0.89 | |
| OursStage=N32025.12 | — | — | — | — | — | — | — | — | 0.83 | 0.83 | 0.84 | |
| OursStage=REM2025.12 | — | — | — | — | — | — | — | — | 0.85 | 0.85 | 0.88 | |
| SleepEEGNetStage=WAKE2025.12 | — | — | — | — | — | — | — | — | 0.917 | — | — | |
| SleepEEGNetStage=N12025.12 | — | — | — | — | — | — | — | — | 0.44 | — | — | |
| SleepEEGNetStage=N22025.12 | — | — | — | — | — | — | — | — | 0.824 | — | — | |
| SleepEEGNetStage=N32025.12 | — | — | — | — | — | — | — | — | 0.736 | — | — | |
| SleepEEGNetStage=REM2025.12 | — | — | — | — | — | — | — | — | 0.76 | — | — | |
| SleepEGANStage=WAKE2025.12 | — | — | — | — | — | — | — | — | 0.931 | — | — | |
| SleepEGANStage=N12025.12 | — | — | — | — | — | — | — | — | 0.517 | — | — | |
| SleepEGANStage=N22025.12 | — | — | — | — | — | — | — | — | 0.858 | — | — | |
| SleepEGANStage=N32025.12 | — | — | — | — | — | — | — | — | 0.812 | — | — | |
| SleepEGANStage=REM2025.12 | — | — | — | — | — | — | — | — | 0.82 | — | — | |
| SleepFocalNetStage=WAKE2025.12 | — | — | — | — | — | — | — | — | 0.937 | 0.929 | 0.946 | |
| SleepFocalNetStage=N12025.12 | — | — | — | — | — | — | — | — | 0.523 | 0.604 | 0.462 | |
| SleepFocalNetStage=N22025.12 | — | — | — | — | — | — | — | — | 0.869 | 0.849 | 0.891 | |
| SleepFocalNetStage=N32025.12 | — | — | — | — | — | — | — | — | 0.801 | 0.842 | 0.765 | |
| SleepFocalNetStage=REM2025.12 | — | — | — | — | — | — | — | — | 0.871 | 0.845 | 0.899 | |
| U-TimeStage=WAKE2025.12 | — | — | — | — | — | — | — | — | 0.92 | — | — | |
| U-TimeStage=N12025.12 | — | — | — | — | — | — | — | — | 0.51 | — | — | |
| U-TimeStage=N22025.12 | — | — | — | — | — | — | — | — | 0.84 | — | — | |
| U-TimeStage=N32025.12 | — | — | — | — | — | — | — | — | 0.75 | — | — | |
| U-TimeStage=REM2025.12 | — | — | — | — | — | — | — | — | 0.8 | — | — |