Sleep Stage Classification on ISRUC S3 (test)
79.8AccuracyMSA-CNN (small)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MSA-CNN (small)mode=multivariate, year=20242025.01 | 79.8 | 76.8 | 73.2 | |
| MSA-CNN (large)mode=multivariate, year=20242025.01 | 78.6 | 75.3 | 71.6 | |
| MSTGCNmode=multivariate, year=20212025.01 | 77.2 | 73.5 | 69.7 | |
| EEGNetmode=multivariate, year=20182025.01 | 75.9 | 71.9 | 68.2 | |
| JK-STGCNmode=multivariate, year=20222025.01 | 75.9 | 72 | 68.1 | |
| MSA-CNN (small)mode=univariate, year=20242025.01 | 75.2 | 70.5 | 67.2 | |
| MSA-CNN (large)mode=univariate, year=20242025.01 | 73.7 | 67.8 | 65.2 | |
| AttnSleepmode=univariate, year=20212025.01 | 73.4 | 69 | 65 | |
| DeepSleepNetmode=univariate, year=20172025.01 | 73.3 | 68.1 | 64.7 | |
| cVANmode=multivariate, year=20242025.01 | 72.5 | 67.7 | 63.7 | |
| HierCorrPoolmode=multivariate, year=20232025.01 | 72.1 | 67.8 | 63.1 | |
| EEGNetmode=univariate, year=20182025.01 | 71.2 | 65 | 62.2 | |
| GraphSleepNetmode=multivariate, year=20202025.01 | 69.8 | 66.7 | 60.3 | |
| FC-STGNNmode=multivariate, year=20242025.01 | 68.6 | 64.6 | 58.5 | |
| HierCorrPoolmode=univariate, year=20232025.01 | 68 | 63.2 | 58.6 | |
| FC-STGNNmode=univariate, year=20242025.01 | 64.6 | 58.6 | 53.4 |