Time-series generation on MetroPT3
50Discriminative ScoreTime-Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Time-TransformerSequence length (l)=5002025.05 | 50 | |
| Time-TransformerSequence length (l)=10002025.05 | 50 | |
| TimeGANSequence length (l)=5002025.05 | 49.9 | |
| TimeGANSequence length (l)=10002025.05 | 49.9 | |
| TimeGANSequence length (l)=3002025.05 | 49.8 | |
| WaveGANSequence length (l)=5002025.05 | 49.7 | |
| WaveGANSequence length (l)=10002025.05 | 49.7 | |
| AEQ-RVAE-STSequence length (l)=10002025.05 | 49.6 | |
| TimeVAESequence length (l)=10002025.05 | 49.5 | |
| WaveGANSequence length (l)=3002025.05 | 49.4 | |
| Time-TransformerSequence length (l)=3002025.05 | 49.3 | |
| TimeVAESequence length (l)=5002025.05 | 48.8 | |
| Diffusion-TSSequence length (l)=10002025.05 | 48.6 | |
| Time-TransformerSequence length (l)=1002025.05 | 47.3 | |
| TimeVAESequence length (l)=3002025.05 | 43.8 | |
| WaveGANSequence length (l)=1002025.05 | 43.2 | |
| TimeGANSequence length (l)=1002025.05 | 42.8 | |
| AEQ-RVAE-STSequence length (l)=5002025.05 | 42.3 | |
| AEQ-RVAE-STSequence length (l)=3002025.05 | 36.7 | |
| Diffusion-TSSequence length (l)=5002025.05 | 31.9 | |
| TimeVAESequence length (l)=1002025.05 | 27.9 | |
| Diffusion-TSSequence length (l)=3002025.05 | 25.1 | |
| Diffusion-TSSequence length (l)=1002025.05 | 13.9 | |
| AEQ-RVAE-STSequence length (l)=1002025.05 | 9.8 |