Synthetic Time Series Generation on ECG (Average ELBO)
1.68Average ELBOTime-Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Time-TransformerSequence length=3002025.05 | 1.68 | |
| Time-TransformerSequence length=5002025.05 | 1.68 | |
| Time-TransformerSequence length=10002025.05 | 1.68 | |
| Time-TransformerSequence length=3002025.05 | 1.67 | |
| Time-TransformerSequence length=5002025.05 | 1.67 | |
| Time-TransformerSequence length=10002025.05 | 1.67 | |
| Diffusion-TSSequence length=1002025.05 | 1.65 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.64 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.64 | |
| Diffusion-TSSequence length=3002025.05 | 1.64 | |
| Diffusion-TSSequence length=1002025.05 | 1.63 | |
| Diffusion-TSSequence length=3002025.05 | 1.63 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.63 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.62 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.62 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.62 | |
| Diffusion-TSSequence length=5002025.05 | 1.6 | |
| Diffusion-TSSequence length=5002025.05 | 1.6 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.59 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.59 | |
| TimeVAESequence length=1002025.05 | 1.57 | |
| TimeVAESequence length=1002025.05 | 1.55 | |
| TimeVAESequence length=3002025.05 | 1.46 | |
| TimeVAESequence length=5002025.05 | 1.39 | |
| TimeVAESequence length=3002025.05 | 1.37 | |
| WaveGANSequence length=3002025.05 | 1.33 | |
| WaveGANSequence length=1002025.05 | 1.32 | |
| WaveGANSequence length=5002025.05 | 1.32 | |
| WaveGANSequence length=10002025.05 | 1.32 | |
| Diffusion-TSSequence length=10002025.05 | 1.29 | |
| TimeVAESequence length=5002025.05 | 1.26 | |
| Time-TransformerSequence length=1002025.05 | 1.22 | |
| Diffusion-TSSequence length=10002025.05 | 1.16 | |
| WaveGANSequence length=1002025.05 | 1.12 | |
| WaveGANSequence length=3002025.05 | 1.11 | |
| WaveGANSequence length=5002025.05 | 1.1 | |
| WaveGANSequence length=10002025.05 | 1.1 | |
| TimeVAESequence length=10002025.05 | 1.08 | |
| Time-TransformerSequence length=1002025.05 | 1.07 | |
| TimeVAESequence length=10002025.05 | 0.87 | |
| TimeGANSequence length=3002025.05 | -2.26 | |
| TimeGANSequence length=1002025.05 | -2.57 | |
| TimeGANSequence length=10002025.05 | -2.58 | |
| TimeGANSequence length=5002025.05 | -2.67 | |
| TimeGANSequence length=5002025.05 | -13.7 | |
| TimeGANSequence length=1002025.05 | -14.6 | |
| TimeGANSequence length=3002025.05 | -14.6 | |
| TimeGANSequence length=10002025.05 | -15.3 |