Synthetic Time Series Generation on Sine (Average ELBO score)
1.5Average ELBO ScoreDiffusion-TS
Evaluation results
| Method | Links | |
|---|---|---|
| Diffusion-TSSequence length=1002025.05 | 1.5 | |
| Diffusion-TSSequence length=1002025.05 | 1.48 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.47 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.46 | |
| Time-TransformerSequence length=10002025.05 | 1.46 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.45 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.44 | |
| Diffusion-TSSequence length=3002025.05 | 1.44 | |
| Time-TransformerSequence length=1002025.05 | 1.44 | |
| Time-TransformerSequence length=5002025.05 | 1.44 | |
| TimeVAESequence length=1002025.05 | 1.42 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.42 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.41 | |
| Time-TransformerSequence length=10002025.05 | 1.34 | |
| Diffusion-TSSequence length=5002025.05 | 1.33 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.28 | |
| Time-TransformerSequence length=3002025.05 | 1.27 | |
| Diffusion-TSSequence length=10002025.05 | 1.23 | |
| Time-TransformerSequence length=1002025.05 | 1.23 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.19 | |
| Time-TransformerSequence length=5002025.05 | 1.18 | |
| Diffusion-TSSequence length=3002025.05 | 1.14 | |
| TimeVAESequence length=1002025.05 | 1.06 | |
| TimeGANSequence length=1002025.05 | 0.66 | |
| TimeVAESequence length=3002025.05 | 0.66 | |
| WaveGANSequence length=10002025.05 | 0.6 | |
| Diffusion-TSSequence length=5002025.05 | 0.56 | |
| WaveGANSequence length=5002025.05 | 0.55 | |
| WaveGANSequence length=3002025.05 | 0.5 | |
| TimeGANSequence length=3002025.05 | 0.39 | |
| WaveGANSequence length=1002025.05 | 0.29 | |
| TimeVAESequence length=5002025.05 | 0.04 | |
| Time-TransformerSequence length=3002025.05 | -0.12 | |
| TimeGANSequence length=5002025.05 | -0.19 | |
| Diffusion-TSSequence length=10002025.05 | -0.3 | |
| TimeGANSequence length=1002025.05 | -0.59 | |
| TimeVAESequence length=10002025.05 | -0.81 | |
| WaveGANSequence length=10002025.05 | -0.94 | |
| WaveGANSequence length=5002025.05 | -0.97 | |
| WaveGANSequence length=3002025.05 | -1.04 | |
| TimeGANSequence length=3002025.05 | -1.25 | |
| WaveGANSequence length=1002025.05 | -1.28 | |
| TimeGANSequence length=10002025.05 | -2.16 | |
| TimeGANSequence length=5002025.05 | -2.33 | |
| TimeVAESequence length=3002025.05 | -3.55 | |
| TimeGANSequence length=10002025.05 | -4.73 | |
| TimeVAESequence length=5002025.05 | -6.21 | |
| TimeVAESequence length=10002025.05 | -8.81 |