Classification on HAR 5% labels
93.14AccuracyPULSE
Evaluation Results
| Method | Links | |
|---|---|---|
| PULSEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 93.14 | |
| PULSELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 92.85 | |
| SupervisedProtocol=Supervised (No Pre-training), Smoothing=Laplace, Seeds=252025.11 | 92.34 | |
| TS2VecProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 91.76 | |
| SupervisedLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 91.65 | |
| TimeMAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 91.55 | |
| LFADSProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 91.48 | |
| TimeMAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 91.1 | |
| REBARProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 91.04 | |
| DSVAEProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 90.72 | |
| SimMTMLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 89.95 | |
| LFADSLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 89.45 | |
| TS2VecLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 88.8 | |
| REBARLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 88.64 | |
| DSVAELearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 87.38 | |
| SimCLRProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 85.01 | |
| SimCLRLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 82.99 | |
| PatchTSTProtocol=Semi-supervised Linear Probing, Smoothing=Laplace, Seeds=252025.11 | 54.79 | |
| PatchTSTLearning setting=Semi-supervised, Cross-validation=5-fold, Label percentage=5%2025.11 | 54.6 |