Sleep Stage Classification on SleepEDF-20
94.8F1 ScoreOurs
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OursStage=WAKE2025.12 | 94.8 | 95.7 | 93.9 | — | — | — | — | — | — | — | |
| SleepFocalNetStage=WAKE2025.12 | 93.4 | 94 | 92.8 | — | — | — | — | — | — | — | |
| SleepEGANStage=WAKE2025.12 | 91.7 | — | — | — | — | — | — | — | — | — | |
| OursStage=N22025.12 | 91.4 | 90.8 | 91.9 | — | — | — | — | — | — | — | |
| SleepFocalNetStage=N22025.12 | 90.4 | 89.1 | 91.7 | — | — | — | — | — | — | — | |
| AttnSleepStage=N32025.12 | 90.2 | 90.7 | 89.8 | — | — | — | — | — | — | — | |
| OursStage=REM2025.12 | 89.8 | 87.3 | 92.4 | — | — | — | — | — | — | — | |
| OursStage=N32025.12 | 89.7 | 89.7 | 89.7 | — | — | — | — | — | — | — | |
| AttnSleepStage=WAKE2025.12 | 89.7 | 89.6 | 89.7 | — | — | — | — | — | — | — | |
| SleepFocalNetStage=N32025.12 | 89.5 | 89.4 | 89.6 | — | — | — | — | — | — | — | |
| SleepEGANStage=N22025.12 | 89.2 | — | — | — | — | — | — | — | — | — | |
| SleepEEGNetStage=WAKE2025.12 | 89.1 | 87.8 | 90.5 | — | — | — | — | — | — | — | |
| SleepEGANStage=N32025.12 | 89.1 | — | — | — | — | — | — | — | — | — | |
| SleepFocalNetStage=REM2025.12 | 89.1 | 88.8 | 89.5 | — | — | — | — | — | — | — | |
| AttnSleepStage=N22025.12 | 88.8 | 89.1 | 88.6 | — | — | — | — | — | — | — | |
| U-TimeStage=WAKE2025.12 | 87 | — | — | — | — | — | — | — | — | — | |
| SleepEEGNetStage=N22025.12 | 86.7 | 91.2 | 82.7 | — | — | — | — | — | — | — | |
| SleepEGANStage=REM2025.12 | 86.1 | — | — | — | — | — | — | — | — | — | |
| U-TimeStage=N22025.12 | 86 | — | — | — | — | — | — | — | — | — | |
| DeepSleepNetStage=N22025.12 | 85.9 | 90.5 | 81.7 | — | — | — | — | — | — | — | |
| SleepEEGNetStage=N32025.12 | 85.1 | 81.6 | 88.8 | — | — | — | — | — | — | — | |
| SleepEEGNetStage=REM2025.12 | 85 | 81.6 | 88.7 | — | — | — | — | — | — | — | |
| DeepSleepNetStage=N32025.12 | 84.8 | 77.1 | 94.2 | — | — | — | — | — | — | — | |
| DeepSleepNetStage=WAKE2025.12 | 84.7 | 86 | 83.4 | — | — | — | — | — | — | — | |
| U-TimeStage=N32025.12 | 84 | — | — | — | — | — | — | — | — | — | |
| U-TimeStage=REM2025.12 | 84 | — | — | — | — | — | — | — | — | — | |
| DeepSleepNetStage=REM2025.12 | 82.4 | 80.9 | 83.9 | — | — | — | — | — | — | — | |
| AttnSleepStage=REM2025.12 | 79 | 76.1 | 82.2 | — | — | — | — | — | — | — | |
| OursStage=N12025.12 | 61.7 | 68.9 | 56 | — | — | — | — | — | — | — | |
| SleepFocalNetStage=N12025.12 | 55.4 | 61.4 | 50.5 | — | — | — | — | — | — | — | |
| SleepEGANStage=N12025.12 | 53.6 | — | — | — | — | — | — | — | — | — | |
| SleepEEGNetStage=N12025.12 | 52.1 | 50 | 54.5 | — | — | — | — | — | — | — | |
| U-TimeStage=N12025.12 | 52 | — | — | — | — | — | — | — | — | — | |
| DeepSleepNetStage=N12025.12 | 46.6 | 43.5 | 50.1 | — | — | — | — | — | — | — | |
| AttnSleepStage=N12025.12 | 42.8 | 47.1 | 39.1 | — | — | — | — | — | — | — | |
| CONFSLEEPNET2026.05 | — | — | — | 87.2 | 81.8 | 91.9 | 49.5 | 88.2 | 90.4 | 89.1 | |
| CONFSLEEPNET-2026.05 | — | — | — | 86.3 | 81.3 | 91.2 | 49.4 | 88 | 90.2 | 87.8 | |
| DEEPSLEEPNET2026.05 | — | — | — | 82 | 76.9 | 84.7 | 46.6 | 85.9 | 84.8 | 82.4 | |
| FLEXIBLESLEEPNET2026.05 | — | — | — | 86.8 | 81.4 | 91.8 | 53.2 | 89.8 | 85 | 87.2 | |
| HMDT-NET2026.05 | — | — | — | 86.4 | 80.5 | 89.1 | 48.5 | 89.2 | 87.3 | 88.4 | |
| SALIENTSLEEPNET2026.05 | — | — | — | 86.3 | 80.6 | 90.8 | 49.9 | 89 | 84.8 | 88.4 | |
| SLEEPYCO2026.05 | — | — | — | 86.3 | 80.6 | 89.1 | 50.3 | 88.3 | 87 | 88.5 | |
| TINYSLEEPNET2026.05 | — | — | — | 85.4 | 80.5 | 90.1 | 51.4 | 88.5 | 88.3 | 84.3 | |
| TMCEK2026.05 | — | — | — | 85 | 80.2 | 87 | 50.3 | 87.5 | 88.1 | 88.1 | |
| XSLEEPNET2026.05 | — | — | — | 86.4 | 80.9 | 91.5 | 51.1 | 87.5 | 86.9 | 87.4 |