Synthetic time series generation on Sine
0.06FID ScoreDiffusion-TS
Evaluation Results
| Method | Links | |
|---|---|---|
| Diffusion-TSSequence length=1002025.05 | 0.06 | |
| TimeVAESequence length=1002025.05 | 0.24 | |
| Time-TransformerSequence length=1002025.05 | 0.31 | |
| AEQ-RVAE-STSequence length=1002025.05 | 0.33 | |
| AEQ-RVAE-STSequence length=3002025.05 | 0.34 | |
| AEQ-RVAE-STSequence length=10002025.05 | 0.42 | |
| AEQ-RVAE-STSequence length=5002025.05 | 0.46 | |
| TimeVAESequence length=3002025.05 | 0.55 | |
| Diffusion-TSSequence length=5002025.05 | 0.74 | |
| TimeVAESequence length=5002025.05 | 1.26 | |
| Diffusion-TSSequence length=3002025.05 | 1.52 | |
| WaveGANSequence length=1002025.05 | 1.87 | |
| WaveGANSequence length=3002025.05 | 2.09 | |
| Diffusion-TSSequence length=10002025.05 | 2.66 | |
| WaveGANSequence length=5002025.05 | 2.81 | |
| TimeVAESequence length=10002025.05 | 3.03 | |
| WaveGANSequence length=10002025.05 | 3.36 | |
| Time-TransformerSequence length=3002025.05 | 4.1 | |
| TimeGANSequence length=3002025.05 | 6.01 | |
| TimeGANSequence length=1002025.05 | 7.7 | |
| TimeGANSequence length=5002025.05 | 7.96 | |
| TimeGANSequence length=10002025.05 | 21.8 | |
| Time-TransformerSequence length=5002025.05 | 51.2 | |
| Time-TransformerSequence length=10002025.05 | 74.5 |