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ResearchFormerly WizWand

Unconditional Image Generation on MNIST

13.818FIDLatent-CFM (joint)
13.7302414.3226214.91515.50738May 7, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Latent-CFM (joint)# Params.=1.58 M, Solver=Euler (100 steps)2025.0513.818
Latent-CFM (pretrained)# Params.=1.58 M, Solver=Euler (100 steps)2025.0513.848
I-CFM# Params.=1.56 M, Solver=Euler (100 steps)2025.0514.272
Latent-CFM (pretrained)# Params.=1.58 M, Solver=Euler (1000 steps)2025.0514.543
Latent-CFM (joint)# Params.=1.58 M, Solver=Euler (1000 steps)2025.0514.572
Latent-CFM (joint)# Params.=1.58 M, Solver=Adaptive (dopri5)2025.0514.674
Latent-CFM (pretrained)# Params.=1.58 M, Solver=Adaptive (dopri5)2025.0514.694
I-CFM# Params.=1.56 M, Solver=Euler (1000 steps)2025.0514.928
I-CFM# Params.=1.56 M, Solver=Adaptive (dopri5)2025.0515.05
OT-FM# Params.=1.56 M, Solver=Euler (100 steps)2025.0515.101
OT-FM# Params.=1.56 M, Solver=Euler (1000 steps)2025.0515.88
OT-FM# Params.=1.56 M, Solver=Adaptive (dopri5)2025.0516.012