Sleep Stage Classification on SleepEDF
93.9AccuracyFGNO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FGNOPercentage of labeled training data=100%2026.02 | 93.9 | 89.1 | |
| FGNOPercentage of labeled training data=5%2026.02 | 93.5 | 89 | |
| SupervisedPercentage of labeled training data=100%2026.02 | 83.4 | 74.8 | |
| TS-TCCPercentage of labeled training data=100%2026.02 | 83 | 73.5 | |
| CPCPercentage of labeled training data=100%2026.02 | 82.8 | 73.9 | |
| SimCLRPercentage of labeled training data=100%2026.02 | 78.9 | 68.6 | |
| TS-TCCPercentage of labeled training data=5%2026.02 | 77 | 70.9 | |
| CPCPercentage of labeled training data=5%2026.02 | 76.3 | 70.5 | |
| SSL-ECGPercentage of labeled training data=100%2026.02 | 74.6 | 65.4 | |
| SSL-ECGPercentage of labeled training data=5%2026.02 | 73.4 | 65.3 | |
| SimCLRPercentage of labeled training data=5%2026.02 | 64.2 | 61.9 | |
| SupervisedPercentage of labeled training data=5%2026.02 | 60.5 | 54.8 | |
| Random InitializationPercentage of labeled training data=100%2026.02 | 35.6 | 23.8 | |
| Random InitializationPercentage of labeled training data=5%2026.02 | 22.8 | 22.8 |