Sleep Stage Classification on Sleep-EDF Multivariate Mode
1,552ParametersGraphSleepNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphSleepNetyear=2020, engineered features=✓, framework=Keras2025.01 | 1,552 | 0.009 | |
| MSA-CNN (small)year=2024, engineered features=✗, framework=PyTorch2025.01 | 8,013 | 9.2 | |
| EEGNetyear=2018, engineered features=✗, framework=PyTorch2025.01 | 12,085 | 17.2 | |
| MSA-CNN (large)year=2024, engineered features=✗, framework=PyTorch2025.01 | 33,261 | 15.3 | |
| MSTGCNyear=2021, engineered features=✗, framework=Keras2025.01 | 376,928 | 81.6 | |
| JK-STGCNyear=2022, engineered features=✗, framework=Keras2025.01 | 431,973 | 83.3 | |
| FC-STGNNyear=2024, engineered features=✗, framework=PyTorch2025.01 | 1,370,000 | 186.6 | |
| cVANyear=2024, engineered features=✗, framework=Keras2025.01 | 5,699,173 | 273.4 | |
| HierCorrPoolyear=2023, engineered features=✗, framework=PyTorch2025.01 | 8,930,000 | 146.1 |