Classification on HAR (1% labels)
84.16AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 84.16 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 81.37 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 81.02 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 79.92 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 78.75 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 78.54 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 78.28 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 77.91 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 72.65 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=1%2025.11 | 33.98 | |
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.8474 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.811 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.8097 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.8079 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.8057 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.7994 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 0.7839 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.7174 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 0.3327 |