Density Estimation on ImageNet 32x32

Metric: NLL (bits/dim) (lower is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	NLL (bits/dim)▲	Augmentations	Paper	Date↕	Code
1	MuLAN	3.67	No	Diffusion Models With Learned Adaptive Noise	2023-12-20	Code
2	i-DODE	3.69	No	Improved Techniques for Maximum Likelihood Estim...	2023-05-06	Code
3	VDM	3.72	No	Variational Diffusion Models	2021-07-01	Code
4	Image Transformer	3.77	No	Image Transformer	2018-02-15	-
5	Glow	4.09	No	Glow: Generative Flow with Invertible 1x1 Convol...	2018-07-09	Code

#1MuLANSOTA
3.67
NLL (bits/dim)· 2023-12-20
Diffusion Models With Learned Adaptive Noise Code
#2i-DODESOTA
3.69
NLL (bits/dim)· 2023-05-06
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs Code
#3VDMSOTA
3.72
NLL (bits/dim)· 2021-07-01
Variational Diffusion Models Code
#4Image TransformerSOTA
3.77
NLL (bits/dim)· 2018-02-15
Image Transformer
#5Glow
4.09
NLL (bits/dim)· 2018-07-09
Glow: Generative Flow with Invertible 1x1 Convolutions Code