Classification on ECG (1% labels)
85.74AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 85.74 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 84.77 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 82.02 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 74.83 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 71.95 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 71.54 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 70.03 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 69.2 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 67.6 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 67.56 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 66.3 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 65.15 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 63.83 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 62.77 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 58.31 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 57.94 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 57.68 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 57.34 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 45.46 |