Synthetic Time Series Generation on ECG
0.08FID ScoreAEQ-RVAE-ST
Evaluation Results
| Method | Links | |
|---|---|---|
| AEQ-RVAE-STSequence length=1002025.05 | 0.08 | |
| AEQ-RVAE-STSequence length=3002025.05 | 0.09 | |
| AEQ-RVAE-STSequence length=5002025.05 | 0.14 | |
| Diffusion-TSSequence length=1002025.05 | 0.16 | |
| TimeVAESequence length=1002025.05 | 0.26 | |
| Diffusion-TSSequence length=3002025.05 | 0.28 | |
| AEQ-RVAE-STSequence length=10002025.05 | 0.46 | |
| Diffusion-TSSequence length=5002025.05 | 0.52 | |
| TimeVAESequence length=3002025.05 | 0.89 | |
| TimeVAESequence length=5002025.05 | 1.07 | |
| TimeVAESequence length=10002025.05 | 1.3 | |
| Time-TransformerSequence length=1002025.05 | 1.34 | |
| WaveGANSequence length=10002025.05 | 1.51 | |
| WaveGANSequence length=1002025.05 | 1.54 | |
| WaveGANSequence length=5002025.05 | 1.54 | |
| WaveGANSequence length=3002025.05 | 1.56 | |
| Diffusion-TSSequence length=10002025.05 | 3.74 | |
| TimeGANSequence length=1002025.05 | 26.8 | |
| Time-TransformerSequence length=3002025.05 | 29.7 | |
| Time-TransformerSequence length=5002025.05 | 33 | |
| TimeGANSequence length=10002025.05 | 34 | |
| Time-TransformerSequence length=10002025.05 | 40.3 | |
| TimeGANSequence length=5002025.05 | 47.2 | |
| TimeGANSequence length=3002025.05 | 48 |