# Hypopnea Detection on SHHS (test) Source: [Hypopnea Detection on SHHS (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:21.052Z Evaluation of Hypopnea Detection performance on the test split of the SHHS dataset, reporting metrics such as 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 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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. - [Cohen's Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SynthSleepNet + TCM | 89.6 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 89.32 | Not recorded | 68fa7bbe1e209131cea8a289 | | RAFNet | 88.95 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 88.53 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 87.97 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 83.77 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 83.08 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 81.68 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 80.86 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 80.7 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 80.21 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepFM | 79.14 | Not recorded | 68fa7bbe1e209131cea8a289 | | DynamicSleepNet | 78.76 | Not recorded | 68fa7bbe1e209131cea8a289 | | COCOA | 78.76 | Not recorded | 68fa7bbe1e209131cea8a289 | | CroSSL | 78.61 | Not recorded | 68fa7bbe1e209131cea8a289 | | XSleepNet | 77.68 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 77.17 | Not recorded | 68fa7bbe1e209131cea8a289 | | BENDR | 77.1 | Not recorded | 68fa7bbe1e209131cea8a289 | | BioSig-UNet | 76.95 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 76.45 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 76.25 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 76.04 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 75.82 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet + TCM | 75.75 | Not recorded | 68fa7bbe1e209131cea8a289 | | MMASleepNet | 75.66 | Not recorded | 68fa7bbe1e209131cea8a289 | | U-Sleep | 75.35 | Not recorded | 68fa7bbe1e209131cea8a289 | | SalientSleepNet | 75.19 | Not recorded | 68fa7bbe1e209131cea8a289 | | mulEEG | 74.61 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 74.34 | Not recorded | 68fa7bbe1e209131cea8a289 | | SynthSleepNet | 73.94 | Not recorded | 68fa7bbe1e209131cea8a289 | | NeuroNet | 73.04 | Not recorded | 68fa7bbe1e209131cea8a289 | | TS-TCC | 72.6 | Not recorded | 68fa7bbe1e209131cea8a289 | | ContraWR | 72.48 | Not recorded | 68fa7bbe1e209131cea8a289 | | AttnSleep | 71.17 | Not recorded | 68fa7bbe1e209131cea8a289 | | IITNet | 71.15 | Not recorded | 68fa7bbe1e209131cea8a289 | | SleepExpertNet | 71 | Not recorded | 68fa7bbe1e209131cea8a289 | | TransSleep | 70.96 | Not recorded | 68fa7bbe1e209131cea8a289 | | MVCC | 59.46 | Not recorded | 68fa7bbe1e209131cea8a289 | ### SynthSleepNet + TCM Accuracy: 89.6. Result ID: 698b8a447a967eddb76f71de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG2 + EOG2 + ECG1"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 89.32. Result ID: 698b8a447a967eddb76f71df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG2 + EOG2 + EMG1 + ECG1"}. This record does not assert independent reproduction. ### RAFNet Accuracy: 88.95. Result ID: 698b8a447a967eddb76f71d0. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"ECG1"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 88.53. Result ID: 698b8a447a967eddb76f71dc. [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: 87.97. Result ID: 698c5ad337894ef7d9cdc934. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG2 + EOG2 + EMG1 + ECG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 83.77. Result ID: 698c5ad337894ef7d9cdc933. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG2 + EOG2 + ECG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 83.08. Result ID: 698b8a447a967eddb76f71dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG2 + EOG2 + EMG1"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 81.68. Result ID: 698b8a447a967eddb76f71db. [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: 80.86. Result ID: 698c5ad337894ef7d9cdc932. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG2 + EOG2 + EMG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 80.7. Result ID: 698c5ad337894ef7d9cdc931. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG1 + EOG1 + ECG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 80.21. Result ID: 698c5ad337894ef7d9cdc930. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG1 + EOG1 + EMG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### SleepFM Accuracy: 79.14. Result ID: 698c5ad337894ef7d9cdc92b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG2 + EOG2 + ECG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### DynamicSleepNet Accuracy: 78.76. Result ID: 698b8a447a967eddb76f71d5. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### COCOA Accuracy: 78.76. Result ID: 698c5ad337894ef7d9cdc929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG1 + EOG1 + EMG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### CroSSL Accuracy: 78.61. Result ID: 698c5ad337894ef7d9cdc92a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG2 + EOG1 + EMG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### XSleepNet Accuracy: 77.68. Result ID: 698b8a447a967eddb76f71d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 77.17. Result ID: 698b8a447a967eddb76f71d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EOG2"}. This record does not assert independent reproduction. ### BENDR Accuracy: 77.1. Result ID: 698c5ad337894ef7d9cdc923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN + VIT","SSL Training Type":"CL","Modality (Count)":"EEG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### BioSig-UNet Accuracy: 76.95. Result ID: 698b8a447a967eddb76f71d6. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG2 + EMG1 + ECG1"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 76.45. Result ID: 698b8a447a967eddb76f71d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG2"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 76.25. Result ID: 698c5ad337894ef7d9cdc92c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG2","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 76.04. Result ID: 698c5ad337894ef7d9cdc92d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EOG2","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 75.82. Result ID: 698b8a447a967eddb76f71da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG2 + EOG2"}. This record does not assert independent reproduction. ### SynthSleepNet + TCM Accuracy: 75.75. Result ID: 698b8a447a967eddb76f71d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Type":"SSL","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### MMASleepNet Accuracy: 75.66. Result ID: 698b8a447a967eddb76f71d4. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1 + EMG1"}. This record does not assert independent reproduction. ### U-Sleep Accuracy: 75.35. Result ID: 698b8a447a967eddb76f71d1. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### SalientSleepNet Accuracy: 75.19. Result ID: 698b8a447a967eddb76f71d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1 + EOG1"}. This record does not assert independent reproduction. ### mulEEG Accuracy: 74.61. Result ID: 698c5ad337894ef7d9cdc926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 74.34. Result ID: 698c5ad337894ef7d9cdc92f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG2 + EOG2","Linear Probing":"true"}. This record does not assert independent reproduction. ### SynthSleepNet Accuracy: 73.94. Result ID: 698c5ad337894ef7d9cdc92e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"NeuroNet","SSL Training Type":"MP + CL","Modality (Count)":"EEG1 + EOG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### NeuroNet Accuracy: 73.04. Result ID: 698c5ad337894ef7d9cdc927. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"CNN + VIT","SSL Training Type":"MP + CL","Modality (Count)":"EEG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### TS-TCC Accuracy: 72.6. Result ID: 698c5ad337894ef7d9cdc925. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### ContraWR Accuracy: 72.48. Result ID: 698c5ad337894ef7d9cdc924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG1","Linear Probing":"true"}. This record does not assert independent reproduction. ### AttnSleep Accuracy: 71.17. Result ID: 698b8a447a967eddb76f71cd. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1"}. This record does not assert independent reproduction. ### IITNet Accuracy: 71.15. Result ID: 698b8a447a967eddb76f71cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1"}. This record does not assert independent reproduction. ### SleepExpertNet Accuracy: 71. Result ID: 698b8a447a967eddb76f71ce. [Reporting paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1"}. This record does not assert independent reproduction. ### TransSleep Accuracy: 70.96. Result ID: 698b8a447a967eddb76f71cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Type":"Supervised","Modality":"EEG1"}. This record does not assert independent reproduction. ### MVCC Accuracy: 59.46. Result ID: 698c5ad337894ef7d9cdc928. [Reporting paper]() Recorded evaluation configuration: {"Backbone Architecture":"CNN","SSL Training Type":"CL","Modality (Count)":"EEG1 + EOG1","Linear Probing":"true"}. This record does not assert independent reproduction. Page 1 of 1. 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