Classification on EEG (1% labels)
77.95AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 77.95 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 75.34 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 74.24 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 73.98 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 72.32 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 71.8 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 69.1 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 68.32 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 67.41 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 60.27 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.8069 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.784 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 0.7776 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.7739 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.7719 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.7419 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.7055 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.6345 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.5672 |