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ResearchFormerly WizWand

Synthetic time series generation on Electric Motor

0.04FID ScoreDiffusion-TS
-2.586415.141832.8750.5982May 8, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Diffusion-TSSequence length=1002025.050.04
AEQ-RVAE-STSequence length=5002025.050.1
AEQ-RVAE-STSequence length=3002025.050.12
TimeVAESequence length=1002025.050.16
AEQ-RVAE-STSequence length=10002025.050.24
AEQ-RVAE-STSequence length=1002025.050.35
WaveGANSequence length=1002025.050.55
Diffusion-TSSequence length=3002025.050.69
WaveGANSequence length=3002025.050.75
WaveGANSequence length=5002025.050.87
TimeVAESequence length=3002025.050.97
TimeGANSequence length=1002025.051.03
TimeVAESequence length=5002025.051.06
Diffusion-TSSequence length=5002025.051.1
TimeVAESequence length=10002025.051.19
WaveGANSequence length=10002025.051.41
Diffusion-TSSequence length=10002025.051.93
Time-TransformerSequence length=1002025.052.19
TimeGANSequence length=5002025.053.07
TimeGANSequence length=3002025.053.77
TimeGANSequence length=10002025.0533.7
Time-TransformerSequence length=5002025.0544.5
Time-TransformerSequence length=3002025.0545.4
Time-TransformerSequence length=10002025.0565.7