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ResearchFormerly WizWand

Image Generation on CelebA (FID)

2.78FIDShortDF
-16.4032113.0834242.57372.0566Mar 28, 2023Oct 12, 2023Apr 27, 2024Nov 11, 2024May 28, 2025Dec 12, 2025Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ShortDFSteps (NFE)=502025.032.78
ShortDFSteps (NFE)=202025.033.25
DDIMSteps (NFE)=502025.034.66
CountsDiffp-schedule=Cosine Continuous, gamma=1.5, attrition schedule=ηrescale = 0.005, Number of parameters=60M, Training steps=1M, Number of samples=50k2026.044.948
ShortDFSteps (NFE)=102025.035
DPM-solver++Steps (NFE)=502025.035.4
DPM-solverSteps (NFE)=502025.035.43
DPM-solver++Steps (NFE)=202025.035.94
DPM-solverSteps (NFE)=202025.035.97
DDIMSteps (NFE)=202025.036.35
DEIS3Steps (NFE)=102025.036.95
ShortDFSteps (NFE)=82025.037.13
iPNDMSteps (NFE)=102025.037.78
FINEModel=DiT-B2024.097.99
TLEGModel=DiT-B2024.098.27
DPM-solver++Steps (NFE)=102025.038.31
FINEModel=DiT-L2024.098.41
DPM-solverSteps (NFE)=102025.038.44
Full FTModel=DiT-L2024.098.65
Share InitModel=DiT-B2024.099.11
CDF-based SW estimatorEstimator=CDF (k=0.05)2026.069.34
Share InitModel=DiT-L2024.099.4
CDF-based SW estimatorEstimator=CDF (k=1)2026.069.47
Full FTModel=DiT-B2024.099.97
Quantile-based SW estimatorEstimator=Quantile2026.0610.08
DPM-solver++Steps (NFE)=82025.0310.24
BK-SDMModel=DiT-B2024.0910.37
Laptop-diffModel=DiT-L2024.0910.52
DDIMSteps (NFE)=102025.0310.59
Heur-LGModel=DiT-L2024.0910.84
DPM-solverSteps (NFE)=82025.0310.89
TLEGModel=DiT-L2024.0910.91
MimeticModel=DiT-L2024.0911.66
LiGOModel=DiT-B2024.0911.9
Laptop-diffModel=DiT-B2024.0912.62
Heur-LGModel=DiT-B2024.0913.23
ShortDFSteps (NFE)=52025.0313.48
DDIMSteps (NFE)=82025.0313.94
He-InitModel=DiT-L2024.0914.55
DPM-solver++Steps (NFE)=52025.0314.7
Auto-LGModel=DiT-B2024.0915.02
BK-SDMModel=DiT-L2024.0915.71
DCRSNFE=542026.0515.9
LiGOModel=DiT-L2024.0915.92
Auto-LGModel=DiT-L2024.0916.54
MimeticModel=DiT-B2024.0916.87
τ-LeapingNFE=5122026.0517.08
He-InitModel=DiT-B2024.0918.57
DCRSNFE=1102026.0519.71
DPM-solver++Steps (NFE)=42025.0319.75
DCRSNFE=262026.0520.44
DPM-solverSteps (NFE)=52025.0321.05
τ-LeapingNFE=2562026.0522.46
DCRSNFE=2222026.0523.19
RDDMSteps (NFE)=202025.0323.25
ShortDFSteps (NFE)=42025.0323.37
OriginalModel=SAGAN [4], MACs=23.45M2023.0324.87
DEIS3Steps (NFE)=52025.0325.07
SDDPMSteps (NFE)=42025.0325.09
GCC* + VEMModel=SAGAN [4], MACs=15.45M, Compression rate=34.12%2023.0325.27
DCRSNFE=4462026.0525.33
DDIMSteps (NFE)=52025.0327.2
GCC*Model=SAGAN [4], MACs=15.45M, Compression rate=34.12%2023.0327.91
ShortDFSteps (NFE)=32025.0327.95
VideoGPTNumber of frames=18-frame2026.0328.08
ShortDFSteps (NFE)=22025.0329.22
VideoGPTNumber of frames=8-frame2026.0330.19
DPFNFE=322026.0530.61
VAE w/ N2CE-LEBMnz (latent dimension)=100, M (noise magnitude)=100, K (num. of stages)=32024.0531.09
DPM-solverSteps (NFE)=42025.0331.21
ImageGPTNumber of frames=1-frame2026.0332.98
VAE w/ N2CE-LEBMnz (latent dimension)=100, M (noise magnitude)=100, K (num. of stages)=12024.0533.05
DPFNFE=642026.0533.55
DPFNFE=1282026.0536.39
SlimmingModel=SAGAN [4], MACs=15.45M, Compression rate=34.12%2023.0336.6
ABP-LEBM*nz (latent dimension)=1002024.0537.87
DDIMSteps (NFE)=42025.0338.01
DPFNFE=2562026.0538.15
DPFNFE=5122026.0539.07
VAE w/ NCE-LEBMnz (latent dimension)=1002024.0539.61
VAE w/ MLE-LEBMnz (latent dimension)=1002024.0540.24
RAEnz (latent dimension)=1002024.0540.95
2s-VAEnz (latent dimension)=1002024.0544.4
DPFNFE=162026.0545.22
VAEnz (latent dimension)=1002024.0547.84
SRI (L=5)nz (latent dimension)=1002024.0547.95
DPM-solverSteps (NFE)=32025.0348.61
ABPnz (latent dimension)=1002024.0551.5
DCRSNFE=122026.0553.52
DDIMSteps (NFE)=32025.0357.65
iPNDMSteps (NFE)=52025.0359.87
SRInz (latent dimension)=1002024.0561.03
DPM-solver++Steps (NFE)=32025.0361.26
τ-LeapingNFE=1282026.0565.64
DPFNFE=82026.0598.96
τ-LeapingNFE=642026.05281.28
τ-LeapingNFE=322026.05390.57
τ-LeapingNFE=162026.05467.12
τ-LeapingNFE=82026.05482.36