Sleep Stage Classification on Univariate Mode
8,517ParametersMSA-CNN (small)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MSA-CNN (small)year=2024, engineered features=✗, framework=PyTorch2025.01 | 8,517 | 3.1 | |
| EEGNetyear=2018, engineered features=✗, framework=PyTorch2025.01 | 12,037 | 9.5 | |
| MSA-CNN (large)year=2024, engineered features=✗, framework=PyTorch2025.01 | 35,301 | 8 | |
| FC-STGNNyear=2024, engineered features=✗, framework=PyTorch2025.01 | 457,990 | 46.2 | |
| AttnSleepyear=2021, engineered features=✗, framework=PyTorch2025.01 | 522,805 | 122.5 | |
| HierCorrPoolyear=2023, engineered features=✗, framework=PyTorch2025.01 | 8,150,000 | 82.9 | |
| DeepSleepNetyear=2017, engineered features=✗, framework=PyTorch2025.01 | 35,912,074 | 48.2 |