Synthetic Time Series Generation on ETT
0.58FID ScoreAEQ-RVAE-ST
Evaluation Results
| Method | Links | |
|---|---|---|
| AEQ-RVAE-STSequence length=1002025.05 | 0.58 | |
| AEQ-RVAE-STSequence length=3002025.05 | 0.65 | |
| TimeVAESequence length=1002025.05 | 0.66 | |
| TimeVAESequence length=3002025.05 | 0.72 | |
| AEQ-RVAE-STSequence length=5002025.05 | 0.79 | |
| Diffusion-TSSequence length=1002025.05 | 0.9 | |
| TimeVAESequence length=5002025.05 | 0.97 | |
| Diffusion-TSSequence length=3002025.05 | 1.18 | |
| Time-TransformerSequence length=1002025.05 | 1.28 | |
| TimeGANSequence length=1002025.05 | 1.51 | |
| TimeVAESequence length=10002025.05 | 1.56 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.82 | |
| Diffusion-TSSequence length=5002025.05 | 2.16 | |
| Diffusion-TSSequence length=10002025.05 | 2.55 | |
| WaveGANSequence length=1002025.05 | 3.49 | |
| WaveGANSequence length=3002025.05 | 3.9 | |
| WaveGANSequence length=5002025.05 | 4.38 | |
| WaveGANSequence length=10002025.05 | 4.94 | |
| TimeGANSequence length=3002025.05 | 5.76 | |
| TimeGANSequence length=5002025.05 | 13.7 | |
| TimeGANSequence length=10002025.05 | 17.7 | |
| Time-TransformerSequence length=3002025.05 | 20.1 | |
| Time-TransformerSequence length=5002025.05 | 22.1 | |
| Time-TransformerSequence length=10002025.05 | 47.9 |