# Sleep Stage Classification on SHHS 1% labeled data 1.0 (test) Source: [Sleep Stage Classification on SHHS 1% labeled data 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:05.450Z Evaluation of Sleep Stage Classification performance on the test split of the SHHS 1% labeled data version 1.0 dataset, typically reporting metrics like Accuracy (ACC), Macro F1 (MF1), and Cohen's Kappa (K). 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 Stage Classification | | Dataset (including any stated split) | SHHS 1% labeled data 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Macro F1 Score](): Higher is better; unit: PERCENT. - [Cohen's Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SynthSleepNet+TCM | 85.01 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet+TCM | 84.71 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet+TCM | 83.77 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 78.04 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 77.29 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 76.8 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 71.73 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 70.14 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 66.16 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 61.44 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 60.75 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 48.68 | Not recorded | 68fa7bbe1e209131cea8a289 | ### SynthSleepNet+TCM Accuracy: 85.01. Result ID: 698b8a447a967eddb76f7163. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SynthSleepNet+TCM Accuracy: 84.71. Result ID: 698b8a447a967eddb76f715f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SynthSleepNet+TCM Accuracy: 83.77. Result ID: 698b8a447a967eddb76f7167. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 78.04. Result ID: 698b8a447a967eddb76f715e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 77.29. Result ID: 698b8a447a967eddb76f7166. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 76.8. Result ID: 698b8a447a967eddb76f7162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy: 71.73. Result ID: 698b8a447a967eddb76f7161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy: 70.14. Result ID: 698b8a447a967eddb76f715d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy: 66.16. Result ID: 698b8a447a967eddb76f7165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 61.44. Result ID: 698b8a447a967eddb76f715c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 60.75. Result ID: 698b8a447a967eddb76f7160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 48.68. Result ID: 698b8a447a967eddb76f7164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.