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Density Estimation on ImageNet 64x64 (val)
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3.4
Bits/dim
VDM
3.3768
3.5334
3.69
3.8466
May 27, 2016
May 10, 2017
Apr 23, 2018
Apr 7, 2019
Mar 20, 2020
Mar 3, 2021
Feb 15, 2022
Bits/dim
Updated 3d ago
Evaluation Results
Method
Method
Links
Bits/dim
VDM
Type=Diff
2022.02
3.4
Perceiver AR
Type=AR
2022.02
3.4
Combiner
Type=AR
2022.02
3.42
Routing Transformer
Type=AR
2022.02
3.43
Sparse Transformer
Number of parameters=1...
2019.04
3.44
Sparse Transformer
Type=AR
2022.02
3.44
SPN
Number of parameters=150M
2019.04
3.52
PixelCNN
2019.04
3.57
PixelCNN
Type=AR
2022.02
3.57
PixelRNN
2016.05
3.63
Parallel Multiscale
2019.04
3.7
Glow
2019.04
3.81
Real NVP
2016.05
3.98
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