Sleep Stage Classification on Sleep-EDF-20 (test)
84.4AccuracyMSA-CNN (large)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MSA-CNN (large)mode=multivariate, year=20242025.01 | 84.4 | 77.7 | 78.4 | |
| MSA-CNN (small)mode=multivariate, year=20242025.01 | 83.9 | 77.3 | 77.8 | |
| JK-STGCNmode=multivariate, year=20222025.01 | 83.3 | 76.6 | 76.8 | |
| EEGNetmode=multivariate, year=20182025.01 | 82.7 | 74.9 | 76.1 | |
| MSTGCNmode=multivariate, year=20212025.01 | 82.5 | 75.9 | 75.8 | |
| MSA-CNN (large)mode=univariate, year=20242025.01 | 82.2 | 72.9 | 75.2 | |
| cVANmode=multivariate, year=20242025.01 | 81.6 | 74.6 | 74.4 | |
| MSA-CNN (small)mode=univariate, year=20242025.01 | 81.5 | 72.2 | 74.3 | |
| AttnSleepmode=univariate, year=20212025.01 | 81.3 | 74.9 | 74.4 | |
| HierCorrPoolmode=multivariate, year=20232025.01 | 81.1 | 74.8 | 73.9 | |
| DeepSleepNetmode=univariate, year=20172025.01 | 80.7 | 71.9 | 73.4 | |
| EEGNetmode=univariate, year=20182025.01 | 79.5 | 66.1 | 71.8 | |
| FC-STGNNmode=multivariate, year=20242025.01 | 77.8 | 70.5 | 69.4 | |
| GraphSleepNetmode=multivariate, year=20202025.01 | 77.4 | 66.1 | 68.5 | |
| HierCorrPoolmode=univariate, year=20232025.01 | 77.3 | 68.9 | 68.7 | |
| FC-STGNNmode=univariate, year=20242025.01 | 73.9 | 65.6 | 63.9 |