# Hypopnea Detection on SHHS 1% labeled data 1.0 (test) Source: [Hypopnea Detection on SHHS 1% labeled data 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:05.076Z Evaluation of Hypopnea Detection 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 | Hypopnea Detection | | Dataset (including any stated split) | SHHS 1% labeled data 1.0 (test) | | Metric | Accuracy (ACC) | | 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 (ACC)](): Higher is better; unit: PERCENT. - [Macro F1](): Higher is better; unit: PERCENT. - [Kappa (K)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (ACC) | Result date | Report paper | | --- | --- | --- | --- | | SynthSleepNet+TCM | 76.93 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 75.4 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet+TCM | 74.05 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 69.98 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet+TCM | 65.93 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 63.87 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 60.08 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 55.23 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 55.07 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 50.95 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 50.34 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 50.22 | Not recorded | 68fa7bbe1e209131cea8a289 | ### SynthSleepNet+TCM Accuracy (ACC): 76.93. Result ID: 698b8a447a967eddb76f717f. [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 (ACC): 75.4. Result ID: 698b8a447a967eddb76f717e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SynthSleepNet+TCM Accuracy (ACC): 74.05. Result ID: 698b8a447a967eddb76f717b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy (ACC): 69.98. Result ID: 698b8a447a967eddb76f717a. [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 (ACC): 65.93. Result ID: 698b8a447a967eddb76f7177. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy (ACC): 63.87. Result ID: 698b8a447a967eddb76f7176. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy (ACC): 60.08. Result ID: 698b8a447a967eddb76f717d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy (ACC): 55.23. Result ID: 698b8a447a967eddb76f717c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy (ACC): 55.07. Result ID: 698b8a447a967eddb76f7179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy (ACC): 50.95. Result ID: 698b8a447a967eddb76f7175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy (ACC): 50.34. Result ID: 698b8a447a967eddb76f7178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy (ACC): 50.22. Result ID: 698b8a447a967eddb76f7174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.