# Per-segment sleep apnea detection on Apnea-ECG Source: [Per-segment sleep apnea detection on Apnea-ECG]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:14.932Z Evaluation of per-segment sleep apnea detection performance using the Apnea-ECG dataset, reporting metrics such as Sensitivity (Sens), Specificity (Spec), Accuracy (Acc), and AUC. 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 | Per-segment sleep apnea detection | | Dataset (including any stated split) | Apnea-ECG | | Metric | Sensitivity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Sensitivity](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Sensitivity | Result date | Report paper | | --- | --- | --- | --- | | CNN - LSTM | 95.1 | Not recorded | 68fa6e901e209131cea40a57 | | CNN - dense | 92.5 | Not recorded | 68fa6e901e209131cea40a57 | | CNN - LSTM | 91.2 | Not recorded | 68fa6e901e209131cea40a57 | | CNN - dense | 90.7 | Not recorded | 68fa6e901e209131cea40a57 | | \[29\] | 90 | Not recorded | 68fa6e901e209131cea40a57 | | \[31\] | 89.9 | Not recorded | 68fa6e901e209131cea40a57 | | \[35\] | 89.8 | Not recorded | 68fa6e901e209131cea40a57 | | \[41\] | 89.7 | Not recorded | 68fa6e901e209131cea40a57 | | \[28\] | 88.9 | Not recorded | 68fa6e901e209131cea40a57 | | \[34\] | 86.2 | Not recorded | 68fa6e901e209131cea40a57 | | \[32\] | 84.9 | Not recorded | 68fa6e901e209131cea40a57 | | \[40\] | 83.1 | Not recorded | 68fa6e901e209131cea40a57 | | \[25\] | 82.6 | Not recorded | 68fa6e901e209131cea40a57 | | \[39\] | 81.4 | Not recorded | 68fa6e901e209131cea40a57 | | \[23\] | 81.3 | Not recorded | 68fa6e901e209131cea40a57 | | \[30\] | 81.1 | Not recorded | 68fa6e901e209131cea40a57 | | \[24\] | 79.5 | Not recorded | 68fa6e901e209131cea40a57 | ### CNN - LSTM Sensitivity: 95.1. Result ID: 699035743a6c314849feeb59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"10-fold CV on training"}. This record does not assert independent reproduction. ### CNN - dense Sensitivity: 92.5. Result ID: 699035743a6c314849feeb58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"10-fold CV on training"}. This record does not assert independent reproduction. ### CNN - LSTM Sensitivity: 91.2. Result ID: 699035743a6c314849feeb55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### CNN - dense Sensitivity: 90.7. Result ID: 699035743a6c314849feeb54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[29\] Sensitivity: 90. Result ID: 699035743a6c314849feeb4d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[31\] Sensitivity: 89.9. Result ID: 699035743a6c314849feeb57. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"10-fold CV on training"}. This record does not assert independent reproduction. ### \[35\] Sensitivity: 89.8. Result ID: 699035743a6c314849feeb51. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[41\] Sensitivity: 89.7. Result ID: 699035743a6c314849feeb56. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"10-fold CV on training"}. This record does not assert independent reproduction. ### \[28\] Sensitivity: 88.9. Result ID: 699035743a6c314849feeb4c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[34\] Sensitivity: 86.2. Result ID: 699035743a6c314849feeb50. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[32\] Sensitivity: 84.9. Result ID: 699035743a6c314849feeb4f. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[40\] Sensitivity: 83.1. Result ID: 699035743a6c314849feeb53. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[25\] Sensitivity: 82.6. Result ID: 699035743a6c314849feeb4b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[39\] Sensitivity: 81.4. Result ID: 699035743a6c314849feeb52. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[23\] Sensitivity: 81.3. Result ID: 699035743a6c314849feeb49. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[30\] Sensitivity: 81.1. Result ID: 699035743a6c314849feeb4e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction. ### \[24\] Sensitivity: 79.5. Result ID: 699035743a6c314849feeb4a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. 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