Density estimation using Real NVP

27 May 2016Laurent DinhJascha Sohl-DicksteinSamy Bengio

Unsupervised learning of probabilistic models is a central yet challenging problem in machine learning. Specifically, designing models with tractable learning, sampling, inference and evaluation is crucial in solving this task... (read more)

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Evaluation results from the paper

#3 best model for Image Generation on CIFAR-10 (Model Entropy metric)

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Task Dataset Model Metric name Metric value Global rank Compare
Image Generation CIFAR-10 Real NVP Model Entropy 3.5 # 3
Image Generation CIFAR-10 PixelRNN Model Entropy 3 # 5