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Digit Fantasies by a Deep Generative Model

Instructions:

  1. Dream mode: check 'dream' to let the model fantasize digits.
  2. Alternatively, you can wiggle the sliders yourselves to wander through z-space and observe the effects in x-space.


(Latent space) z

(Observed space) x

References:

  1. D.P. Kingma, M. Welling (2013). Auto-Encoding Variational Bayes
  2. D.J. Rezende, S. Mohamed, D. Wierstra (2014). Stochastic Backpropagation and Approximate Inference in Deep Generative Models
  3. D.P. Kingma, D.J. Rezende, S. Mohamed, M. Welling (2014). Semi-Supervised Learning with Deep Generative Models

Also see the old demo, and Vincent Dumoulin's cool TFD demo.


Video's

MNIST

SVHN