# Apnea Detection on SHHS 1% labeled data 1.0 (test) Source: [Apnea Detection on SHHS 1% labeled data 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:05.469Z Evaluation of Apnea Detection performance on the test split of the SHHS 1% labeled data 1.0 dataset, reporting metrics such as Accuracy (ACC), MF1, and 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 | Apnea Detection | | 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](): Higher is better; unit: PERCENT. - [Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SynthSleepNet+TCM | 99.35 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 99.23 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet+TCM | 99.09 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 98.88 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 96.51 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet+TCM | 95.78 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 95.39 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 94.68 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 93.48 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 83.64 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 79.34 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 78.1 | Not recorded | 68fa7bbe1e209131cea8a289 | ### SynthSleepNet+TCM Accuracy: 99.35. Result ID: 698b8a447a967eddb76f7173. [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: 99.23. Result ID: 698b8a447a967eddb76f7172. [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: 99.09. Result ID: 698b8a447a967eddb76f716f. [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: 98.88. Result ID: 698b8a447a967eddb76f716e. [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: 96.51. Result ID: 698b8a447a967eddb76f716d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SynthSleepNet+TCM Accuracy: 95.78. Result ID: 698b8a447a967eddb76f716b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 95.39. Result ID: 698b8a447a967eddb76f716a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy: 94.68. Result ID: 698b8a447a967eddb76f7171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1 + ECG1"}. This record does not assert independent reproduction. ### SleepFM Accuracy: 93.48. Result ID: 698b8a447a967eddb76f7169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 83.64. Result ID: 698b8a447a967eddb76f716c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 79.34. Result ID: 698b8a447a967eddb76f7168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 78.1. Result ID: 698b8a447a967eddb76f7170. [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.