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ResearchFormerly WizWand

Image Generation on CIFAR-10 (NLL, FID)

2.65NLLVDM
2.5623.1563.754.344May 27, 2022
Updated 8mo ago

Evaluation results

MethodLinks
VDMSDE=Linear, Type=Linear2022.052.657.41
LSGMSDE=Nonlinear, Type=VAE-based, #Params=506M, Objective=NLL2022.052.876.89
LSGMSDE=Nonlinear, Type=VAE-based, #Params=109M, Objective=balanced2022.052.964.6
LSGMSDE=Nonlinear, Type=VAE-based, #Params=269M, Objective=NLL2022.052.976.15
INDMSDE=Nonlinear, Type=Flow-based, #Params=121M, Objective=NLL2022.052.974.79
SB-FBSDESDE=SBP, Type=SBP, #Params=102M2022.052.983.18
LSGMSDE=Nonlinear, Type=VAE-based, #Params=476M, Objective=balanced2022.052.982.17
DDPM++SDE=Linear, Type=Linear, #Params=108M, Objective=NLL2022.053.014.88
INDMSDE=Nonlinear, Type=Flow-based, #Params=75M, Objective=NLL, Post-Processing=Soft Truncation2022.053.013.25
DiffFlowSDE=Nonlinear, Type=Flow-based, #Params=≈36M, Objective=FID2022.053.0414.14
INDMSDE=Nonlinear, Type=Flow-based, #Params=118M, Objective=FID2022.053.092.28
DDPM++SDE=Linear, Type=Linear, #Params=108M, Objective=FID2022.053.192.64
CLD-SGMSDE=Linear, Type=Linear, #Params=108M2022.053.312.25
LSGMSDE=Nonlinear, Type=VAE-based, #Params=476M, Objective=FID2022.053.452.1
NCSN++SDE=Linear, Type=Linear, #Params=108M, Objective=FID2022.054.852.2