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ResearchFormerly WizWand

Synthetic Time Series Generation on ECG

0.08FID ScoreAEQ-RVAE-ST
-1.836811.101624.0436.9784May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
AEQ-RVAE-STSequence length=1002025.050.08
AEQ-RVAE-STSequence length=3002025.050.09
AEQ-RVAE-STSequence length=5002025.050.14
Diffusion-TSSequence length=1002025.050.16
TimeVAESequence length=1002025.050.26
Diffusion-TSSequence length=3002025.050.28
AEQ-RVAE-STSequence length=10002025.050.46
Diffusion-TSSequence length=5002025.050.52
TimeVAESequence length=3002025.050.89
TimeVAESequence length=5002025.051.07
TimeVAESequence length=10002025.051.3
Time-TransformerSequence length=1002025.051.34
WaveGANSequence length=10002025.051.51
WaveGANSequence length=1002025.051.54
WaveGANSequence length=5002025.051.54
WaveGANSequence length=3002025.051.56
Diffusion-TSSequence length=10002025.053.74
TimeGANSequence length=1002025.0526.8
Time-TransformerSequence length=3002025.0529.7
Time-TransformerSequence length=5002025.0533
TimeGANSequence length=10002025.0534
Time-TransformerSequence length=10002025.0540.3
TimeGANSequence length=5002025.0547.2
TimeGANSequence length=3002025.0548