Synthetic time series generation on MetroPT3
0.26FID ScoreAEQ-RVAE-ST
Evaluation Results
| Method | Links | |
|---|---|---|
| AEQ-RVAE-STSequence length=1002025.05 | 0.26 | |
| AEQ-RVAE-STSequence length=3002025.05 | 0.65 | |
| TimeVAESequence length=1002025.05 | 0.67 | |
| Diffusion-TSSequence length=1002025.05 | 1.07 | |
| WaveGANSequence length=1002025.05 | 1.14 | |
| Diffusion-TSSequence length=3002025.05 | 1.17 | |
| TimeVAESequence length=3002025.05 | 1.32 | |
| WaveGANSequence length=3002025.05 | 1.82 | |
| Diffusion-TSSequence length=5002025.05 | 1.82 | |
| TimeVAESequence length=5002025.05 | 2.02 | |
| WaveGANSequence length=5002025.05 | 2.04 | |
| TimeVAESequence length=10002025.05 | 2.08 | |
| Time-TransformerSequence length=1002025.05 | 2.28 | |
| WaveGANSequence length=10002025.05 | 2.43 | |
| AEQ-RVAE-STSequence length=5002025.05 | 2.81 | |
| AEQ-RVAE-STSequence length=10002025.05 | 2.84 | |
| Time-TransformerSequence length=3002025.05 | 5.25 | |
| TimeGANSequence length=1002025.05 | 5.79 | |
| Diffusion-TSSequence length=10002025.05 | 6.97 | |
| TimeGANSequence length=3002025.05 | 10.1 | |
| TimeGANSequence length=5002025.05 | 18.6 | |
| Time-TransformerSequence length=5002025.05 | 22.9 | |
| TimeGANSequence length=10002025.05 | 35.1 | |
| Time-TransformerSequence length=10002025.05 | 352 |