| Sleep-EDFx (Target Domain I) | FF-TRUST | Accuracy77.3 | | 56 | 5d ago |
| SHHS 1 (test) | | Accuracy89.5 | | 42 | 1mo ago |
| MROS | OSF | AUC94.5 | | 21 | 1mo ago |
| P Target Domain V 2018 | FF-TRUST | Accuracy74.66 | | 20 | 5d ago |
| SHHS Target Domain IV | FF-TRUST | Accuracy76.03 | | 20 | 5d ago |
| ISRUC (Target Domain III) | FF-TRUST | Accuracy78.02 | | 20 | 5d ago |
| HMC Target Domain II | FF-TRUST | Accuracy73.5 | | 20 | 5d ago |
| Sleep-EDF-SC EEG | Sleep Transformer | Macro F178.8 | | 18 | 1mo ago |
| ZUAMHCS external (test) | | Accuracy81.8 | | 15 | 19d ago |
| MASS-SS1 (test) | | Accuracy0.838 | | 15 | 19d ago |
| SHHS | OSF | AUC97.9 | | 15 | 1mo ago |
| MROS SleepBench (OOD evaluation cohort) | OSF | AUC97.9 | | 15 | 1mo ago |
| SleepEDF-20 | Proposed Method | Accuracy89.72 | | 15 | 1mo ago |
| ISRUC (test) | CNN | Accuracy82.4 | | 14 | 1mo ago |
| Average (Sleep-EDFx, HMC, ISRUC, SHHS, P2018) | DeepSleepNet | Accuracy73.54 | | 13 | 5d ago |
| SleepEDF-20 (± 30 mins) | XSleepNet2 | Acc86.4 | | 13 | 1mo ago |
| MASS SS3 Complete | DeepSleepNet | Macro F185.2 | | 11 | 1mo ago |
| ISRUC S3 (leave-one-subject-out cross-validation) | EEG-MoCE | Accuracy78.53 | | 9 | 3d ago |
| SHHS EEG (test) | SleepTransformer | Overall Accuracy87.7 | | 9 | 1mo ago |
| Sleep-EDF-SC EEG-EOG | SeqSleepNet+ | Accuracy85.2 | | 9 | 1mo ago |
| Sleep-EDFx | SSCF | Macro F173.33 | | 8 | 1mo ago |
| ISRUC | SSCF | Macro F174.76 | | 8 | 1mo ago |
| HMC | SSCF | Macro F172.49 | | 8 | 1mo ago |
| CCSHS | SSCF | Macro F181.04 | | 8 | 1mo ago |
| MESA, MROS1, MROS2, SHHS1, P2018 LODO Avg | SSCF | Macro F169.37 | | 8 | 1mo ago |
