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Density Estimation on ImageNet 32x32

3.58NLL (bits/dim)Efficient-VDVAE
3.55963.69733.8353.9727Mar 25, 2022

Evaluation results

MethodLinks
Efficient-VDVAE2022.033.58
DenseFlow2022.033.63
MaCow2022.033.69
VDMdata augmentation=true2022.033.72
delta-VAE2022.033.77
Image Transformer2022.033.77
VDVAE2022.033.8
SPN2022.033.85
Flow++2022.033.86
ANF2022.033.92
UDM2022.033.93
GLOW2022.034.09