Classification on ECG (5% labels)
84.95AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 84.95 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 84.23 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 80.71 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 80.07 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 74.94 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 73.36 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 71.36 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 70.12 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 69.64 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 69.2 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 68.73 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 67.66 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 65 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 64.79 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 63.97 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 62.37 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 62.11 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 60.73 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 60.04 |