Synthetic time series generation on Electric Motor
0.04FID ScoreDiffusion-TS
Evaluation Results
| Method | Links | |
|---|---|---|
| Diffusion-TSSequence length=1002025.05 | 0.04 | |
| AEQ-RVAE-STSequence length=5002025.05 | 0.1 | |
| AEQ-RVAE-STSequence length=3002025.05 | 0.12 | |
| TimeVAESequence length=1002025.05 | 0.16 | |
| AEQ-RVAE-STSequence length=10002025.05 | 0.24 | |
| AEQ-RVAE-STSequence length=1002025.05 | 0.35 | |
| WaveGANSequence length=1002025.05 | 0.55 | |
| Diffusion-TSSequence length=3002025.05 | 0.69 | |
| WaveGANSequence length=3002025.05 | 0.75 | |
| WaveGANSequence length=5002025.05 | 0.87 | |
| TimeVAESequence length=3002025.05 | 0.97 | |
| TimeGANSequence length=1002025.05 | 1.03 | |
| TimeVAESequence length=5002025.05 | 1.06 | |
| Diffusion-TSSequence length=5002025.05 | 1.1 | |
| TimeVAESequence length=10002025.05 | 1.19 | |
| WaveGANSequence length=10002025.05 | 1.41 | |
| Diffusion-TSSequence length=10002025.05 | 1.93 | |
| Time-TransformerSequence length=1002025.05 | 2.19 | |
| TimeGANSequence length=5002025.05 | 3.07 | |
| TimeGANSequence length=3002025.05 | 3.77 | |
| TimeGANSequence length=10002025.05 | 33.7 | |
| Time-TransformerSequence length=5002025.05 | 44.5 | |
| Time-TransformerSequence length=3002025.05 | 45.4 | |
| Time-TransformerSequence length=10002025.05 | 65.7 |