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Density Estimation on ImageNet 32x32 downsampled (val)

3.77NLL (bits/dim)ImageTransformer
3.76763.78383.83.8162Jan 10, 2019

Evaluation results

MethodLinks
ImageTransformerModel Category=Autoregressive Models2019.013.77—
Our Decoder baselineModel Category=Autoregressive Models2019.013.77—
PixelSNAILModel Category=Autoregressive Models2019.013.8—
Gated PixelCNNModel Category=Autoregressive Models2019.013.83—
delta-VAEDecoder=PixelSNAIL, Prior=AR(1)2019.01—0.08
delta-VAEDecoder=PixelSNAIL, Prior=Auxiliary2019.01—0.07