# Sleep Staging on Sleep-EDF-SC EEG Source: [Sleep Staging on Sleep-EDF-SC EEG]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:24.207Z Evaluation of sleep staging performance using the Sleep-EDF-SC EEG dataset, reporting Accuracy, Macro F1 score, and Cohen's Kappa. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Sleep Staging | | Dataset (including any stated split) | Sleep-EDF-SC EEG | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Macro F1](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Cohen's Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | Sleep Transformer | 78.8 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | XSleepnet2 | 78.7 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | XSleepnet1 | 78.4 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | TinySleepNet | 78.1 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | RobustSleepNet | 77.9 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | IITNet | 77.7 | Not recorded | 68fa68311e209131cea1aaab | | Classical ML Pipeline | 77.5 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | Classical ML Pipeline | 77.2 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | Classical ML Pipeline | 77.1 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | DeepSleepNet | 76.9 | Not recorded | 68fa68311e209131cea1aaab | | Classical ML Pipeline | 76.8 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | RobustSleepNet | 76.3 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | DeepSleepNet-Lite | 75.2 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | SeqSleepNet+ | 75.1 | Not recorded | 68fa68311e209131cea1aaab | | Sleep Transformer | 74.3 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | RobustSleepNet | 73.8 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | SleepEEGNet | 73.6 | Not recorded | 68fa6e2a1e209131cea3e3e6 | | DeepSleepNet+ | 73.4 | Not recorded | 68fa68311e209131cea1aaab | ### Sleep Transformer Macro F1: 78.8. Result ID: 699007573a6c314849fd9551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2022","Technique":"transformer","LP":"FT","Signals":"EEG"}. This record does not assert independent reproduction. ### XSleepnet2 Macro F1: 78.7. Result ID: 699007573a6c314849fd9552. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2021","Technique":"CNN & RNN","LP":"LFS","Signals":"EEG + EOG"}. This record does not assert independent reproduction. ### XSleepnet1 Macro F1: 78.4. Result ID: 699007573a6c314849fd9553. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2020","Technique":"CNN & RNN","LP":"LFS","Signals":"EEG"}. This record does not assert independent reproduction. ### TinySleepNet Macro F1: 78.1. Result ID: 699007573a6c314849fd9554. [Reporting paper]() Recorded evaluation configuration: {"Year":"2020","Technique":"CNN & RNN","LP":"LFS","Signals":"EEG"}. This record does not assert independent reproduction. ### RobustSleepNet Macro F1: 77.9. Result ID: 699007573a6c314849fd9555. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2021","Technique":"RNN","LP":"FT","Signals":"EEG + EOG"}. This record does not assert independent reproduction. ### IITNet Macro F1: 77.7. Result ID: 698d61778b517eb433211191. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer learning":"No"}. This record does not assert independent reproduction. ### Classical ML Pipeline Macro F1: 77.5. Result ID: 699007573a6c314849fd9556. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022","Technique":"Catboost","LP":"LFS","Signals":"EEG + EOG + EMG"}. This record does not assert independent reproduction. ### Classical ML Pipeline Macro F1: 77.2. Result ID: 699007573a6c314849fd9557. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022","Technique":"Catboost","LP":"LFS","Signals":"EEG + EOG"}. This record does not assert independent reproduction. ### Classical ML Pipeline Macro F1: 77.1. Result ID: 699007573a6c314849fd9558. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022","Technique":"Logistic regr.","LP":"LFS","Signals":"EEG + EOG + EMG"}. This record does not assert independent reproduction. ### DeepSleepNet Macro F1: 76.9. Result ID: 698d61778b517eb433211192. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Transfer learning":"No"}. This record does not assert independent reproduction. ### Classical ML Pipeline Macro F1: 76.8. Result ID: 699007573a6c314849fd9559. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022","Technique":"Logistic regr.","LP":"LFS","Signals":"EEG + EOG"}. This record does not assert independent reproduction. ### RobustSleepNet Macro F1: 76.3. Result ID: 699007573a6c314849fd955a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2021","Technique":"RNN","LP":"LFS","Signals":"EEG + EOG"}. This record does not assert independent reproduction. ### DeepSleepNet-Lite Macro F1: 75.2. Result ID: 699007573a6c314849fd955b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2021","Technique":"CNN","LP":"LFS","Signals":"EEG"}. This record does not assert independent reproduction. ### SeqSleepNet+ Macro F1: 75.1. Result ID: 698d61778b517eb43321118f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Transfer learning":"Finetuning"}. This record does not assert independent reproduction. ### Sleep Transformer Macro F1: 74.3. Result ID: 699007573a6c314849fd955c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2022","Technique":"transformer","LP":"LFS","Signals":"EEG"}. This record does not assert independent reproduction. ### RobustSleepNet Macro F1: 73.8. Result ID: 699007573a6c314849fd955d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2021","Technique":"RNN","LP":"DT","Signals":"EEG + EOG"}. This record does not assert independent reproduction. ### SleepEEGNet Macro F1: 73.6. Result ID: 699007573a6c314849fd955e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2019","Technique":"CNN & RNN","LP":"LFS","Signals":"EEG"}. This record does not assert independent reproduction. ### DeepSleepNet+ Macro F1: 73.4. Result ID: 698d61778b517eb433211190. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Transfer learning":"Finetuning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.