Sleep classification on BOAS Supervised Cross-Validation Scenario 1 (test)
87.21AccuracySimCLR
Evaluation results
| Method | Links | |
|---|---|---|
| SimCLRPercentage of labeled data=1002025.10 | 87.21 | |
| BYOLPercentage of labeled data=1002025.10 | 87.17 | |
| Barlow TwinsPercentage of labeled data=1002025.10 | 87.08 | |
| ContraWRPercentage of labeled data=1002025.10 | 87.04 | |
| SimSiamPercentage of labeled data=1002025.10 | 86.56 | |
| BENDRPercentage of labeled data=1002025.10 | 86.48 | |
| SupervisedPercentage of labeled data=1002025.10 | 86.43 | |
| MAEEGPercentage of labeled data=1002025.10 | 86.26 | |
| CBraModPercentage of labeled data=1002025.10 | 86.08 | |
| Barlow TwinsPercentage of labeled data=602025.10 | 85.73 | |
| SimSiamPercentage of labeled data=602025.10 | 85.5 | |
| SimCLRPercentage of labeled data=602025.10 | 85.49 | |
| BENDRPercentage of labeled data=602025.10 | 85.38 | |
| ContraWRPercentage of labeled data=602025.10 | 85.37 | |
| BYOLPercentage of labeled data=602025.10 | 85.18 | |
| MAEEGPercentage of labeled data=602025.10 | 85.01 | |
| SupervisedPercentage of labeled data=602025.10 | 84.97 | |
| LaBraM-BasePercentage of labeled data=1002025.10 | 84.76 | |
| CBraModPercentage of labeled data=602025.10 | 84.48 | |
| SimCLRPercentage of labeled data=202025.10 | 84.32 | |
| Barlow TwinsPercentage of labeled data=202025.10 | 84.14 | |
| ContraWRPercentage of labeled data=202025.10 | 84.09 | |
| LaBraM-BasePercentage of labeled data=602025.10 | 83.67 | |
| SimSiamPercentage of labeled data=202025.10 | 83.66 | |
| ContraWRPercentage of labeled data=152025.10 | 83.37 | |
| BENDRPercentage of labeled data=202025.10 | 83.34 | |
| BYOLPercentage of labeled data=202025.10 | 83.25 | |
| SimCLRPercentage of labeled data=152025.10 | 83.15 | |
| Barlow TwinsPercentage of labeled data=152025.10 | 82.91 | |
| MAEEGPercentage of labeled data=202025.10 | 82.13 | |
| SleepFMPercentage of labeled data=1002025.10 | 82.08 | |
| SimSiamPercentage of labeled data=152025.10 | 81.96 | |
| CBraModPercentage of labeled data=202025.10 | 81.85 | |
| BENDRPercentage of labeled data=152025.10 | 81.55 | |
| SupervisedPercentage of labeled data=202025.10 | 81.34 | |
| LaBraM-BasePercentage of labeled data=202025.10 | 81.24 | |
| BYOLPercentage of labeled data=152025.10 | 80.73 | |
| SupervisedPercentage of labeled data=152025.10 | 80.35 | |
| Barlow TwinsPercentage of labeled data=7.52025.10 | 80.19 | |
| MAEEGPercentage of labeled data=152025.10 | 80 | |
| SleepFMPercentage of labeled data=602025.10 | 79.98 | |
| LaBraM-BasePercentage of labeled data=152025.10 | 79.95 | |
| BENDRPercentage of labeled data=7.52025.10 | 79.95 | |
| ContraWRPercentage of labeled data=7.52025.10 | 79.38 | |
| SimCLRPercentage of labeled data=7.52025.10 | 79.22 | |
| CBraModPercentage of labeled data=152025.10 | 78.81 | |
| SimSiamPercentage of labeled data=7.52025.10 | 76.98 | |
| MAEEGPercentage of labeled data=7.52025.10 | 75.87 | |
| SleepFMPercentage of labeled data=202025.10 | 75.66 | |
| LaBraM-BasePercentage of labeled data=7.52025.10 | 74.95 | |
| BYOLPercentage of labeled data=7.52025.10 | 74.6 | |
| CBraModPercentage of labeled data=7.52025.10 | 74 | |
| SleepFMPercentage of labeled data=152025.10 | 72.82 | |
| SupervisedPercentage of labeled data=7.52025.10 | 72.11 | |
| SleepFMPercentage of labeled data=7.52025.10 | 66.3 |