Classification on PPG (1% labels)
44.4AccuracyTimeMAE
Evaluation Results
| Method | Links | |
|---|---|---|
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 44.4 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 43.55 | |
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 43.51 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 43.33 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 43.24 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 42.97 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 42.92 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 42.83 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 41.74 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 41.28 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 40.45 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 40.22 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 39.51 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 39.19 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 37.68 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 34.38 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 32.33 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 31.98 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 30.34 |