Classification on PPG (5% labels)
54.38AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 54.38 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 54.02 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 53.75 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 53.39 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 53.3 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 52.74 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 51.15 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 50.79 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 49.53 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 49.48 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 46.16 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 45.66 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 45.35 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 42.61 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 42.47 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 42.25 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 38.25 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 33.13 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 30.62 |