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Benchmarks
Unconditional Image Generation on Downsampled ImageNet 64x64
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3.52
NLL (bits/dim)
Decoder baseline
3.5084
3.5867
3.665
3.7433
Dec 4, 2018
NLL (bits/dim)
NLL (P(x^d1))
NLL (P(x^d1:d2 | x^d1))
Updated 4mo ago
Evaluation Results
Method
Method
Links
NLL (bits/dim)
NLL (P(x^d1))
NLL (P(x^d1:d2 | x^d1))
Decoder baseline
Subscaling=None
2018.12
3.52
-
-
SPN
2018.12
3.53
-
-
SPN
Upscaling=Depth
2018.12
3.53
0.63
2.9
Gated PixelCNN
2018.12
3.57
-
-
Parallel Multiscale
2018.12
3.7
-
-
Glow
2018.12
3.81
-
-
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