Time Series Classification on Welding
0.13SMTS Tr
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TS Tr2026.02 | 0.13 | 0.14 | 0.03 | -0.03 | 0.07 | 0.57 | 0.65 | |
| DLinear2026.02 | 0.12 | 0.12 | 0.25 | 0.02 | — | 0.52 | 0.69 | |
| VQ-VAE MLPLatent Space=VQ-VAE, Classifier=MLP2026.02 | 0.09 | 0.05 | 0.14 | 0.09 | — | 0.6 | 0.87 | |
| DVAE MLPLatent Space=DVAE, Classifier=MLP2026.02 | 0.07 | 0.01 | 0.1 | 0.12 | — | 0.64 | 0.87 | |
| TimesNet2026.02 | 0.05 | 0.03 | 0.21 | -0.01 | — | 0.59 | 0.66 | |
| DVAE TrLatent Space=DVAE, Classifier=Transformer2026.02 | 0.04 | 0.03 | 0.11 | 0.16 | 0.07 | 0.65 | 0.78 | |
| MLP2026.02 | 0.04 | 0.03 | 0.22 | 0.03 | — | 0.64 | 0.82 | |
| SAX MLPLatent Space=SAX, Classifier=MLP2026.02 | 0.02 | 0 | 0.1 | 0.1 | — | 0.63 | 0.88 | |
| VQ-VAE TrLatent Space=VQ-VAE, Classifier=Transformer2026.02 | 0.02 | 0.03 | 0.11 | 0.09 | 0.05 | 0.63 | 0.76 |