Sleep Stage Classification on ISRUC-S3 multivariate
79.8AccuracyMSA-CNN (small)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MSA-CNN (small)# Parameters=10,583, MFLOPs=19.82025.08 | 79.8 | 76.8 | 73.2 | |
| MSA-CNN (small)# Parameters=10,583, MFLOPs=19.82025.08 | 79.8 | 76.8 | 73.2 | |
| PRISM (small)# Parameters=3,817, MFLOPs=8.32025.08 | 78.1 | 74.8 | 71.1 | |
| PRISM (small)# Parameters=3,817, MFLOPs=8.32025.08 | 78.1 | 74.8 | 71.1 | |
| MSTGCN# Parameters=476,292, MFLOPs=204.02025.08 | 77.2 | 73.5 | 69.7 | |
| MSTGCN# Parameters=476,292, MFLOPs=204.02025.08 | 77.2 | 73.5 | 69.7 | |
| EEGNet# Parameters=12,181, MFLOPs=32.82025.08 | 75.9 | 71.9 | 68.2 | |
| JK-STGCN# Parameters=458,085, MFLOPs=208.62025.08 | 75.9 | 72 | 68.1 | |
| EEGNet# Parameters=12,181, MFLOPs=32.82025.08 | 75.9 | 71.9 | 68.2 | |
| JK-STGCN# Parameters=458,085, MFLOPs=208.62025.08 | 75.9 | 72 | 68.1 | |
| cVAN# Parameters=6,834,571, MFLOPs=483.42025.08 | 72.5 | 67.7 | 63.7 | |
| cVAN# Parameters=6,834,571, MFLOPs=483.42025.08 | 72.5 | 67.7 | 63.7 | |
| HierCorrPool# Parameters=13,290,000, MFLOPs=499.02025.08 | 72.1 | 67.8 | 63.1 | |
| HierCorrPool# Parameters=13,290,000, MFLOPs=499.02025.08 | 72.1 | 67.8 | 63.1 | |
| GraphSleepNet2025.08 | 69.8 | 66.7 | 60.3 | |
| GraphSleepNet2025.08 | 69.8 | 66.7 | 60.3 | |
| FC-STGNN# Parameters=3,200,000, MFLOPs=475.82025.08 | 68.6 | 64.6 | 58.5 | |
| FC-STGNN# Parameters=3,200,000, MFLOPs=475.82025.08 | 68.6 | 64.6 | 58.5 |