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zalandoresearch / fashion-mnist

A MNIST-like fashion product database. Benchmark :point_down:
http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/
MIT License
11.73k stars 2.98k forks source link

[WIP] Bits per dim for generative models #144

Open kashif opened 5 years ago

kashif commented 5 years ago
Model MNIST Fashion MNIST
NICE 4.36 -
MADE 2.04 -
IAF-VAE - -
MAF 1.89 -
Real NVP 1.06 -
Glow 1.05 -
FFJORD 0.99 -
i-ResNET 1.05 -
Residual Flow 0.97 -
Flow++ - -
Convolutional DRAW - -
PixelRNN - -
PixelCNN - -
Gated PixelCNN - -
Image Transformer - -
PixelSNAIL - -
MintNet 0.98 -
SOS 1.81 -
NAF - -
TAN - -

cc @rvollgraf

gitlabspy commented 3 years ago

Hi, may I ask what is the correct way of calculating bit/dim ( for different n-bits images) from NLL ?