Variational methods for Conditional Multimodal Deep Learning

Labeled faces in the wild: A database for studying face recognition in unconstrained environments

Huang, G.B., Ramesh, M., Berg, T., Learned-Miller, E.: · 2007

Earlier work this paper cites.

Deep Boltzmann machines

Salakhutdinov, R., Hinton, G.E.: · 2009

Earlier work this paper cites.

Attribute and simile classifiers for face verification

Kumar, N., Berg, A.C., Belhumeur, P.N., Nayar, S.K.: · 2009

Earlier work this paper cites.

Multimodal deep learning

Ngiam, J., Khosla, A., Kim, M., Nam, J., Lee, H., Ng, A.Y.: · 2011

Earlier work this paper cites.

Torch7: A matlab-like environment for machine learning

Collobert, R., Kavukcuoglu, K., Farabet, C.: · 2011

Earlier work this paper cites.

Adaptive subgradient methods for online learning and stochastic optimization

Duchi, J., Hazan, E., Singer, Y.: · 2011

Cited alongside, same era.

Multimodal learning with deep Boltzmann machines

Srivastava, N., Salakhutdinov, R.R.: · 2012

Cited alongside, same era.

Improved multimodal deep learning with variation of information

Sohn, K., Shang, W., Lee, H.: · 2014

Cited alongside, same era.

Deep generative stochastic networks trainable by backprop

Bengio, Y., Thibodeau-Laufer, E., Alain, G., Yosinski, J.: · 2014

Cited alongside, same era.

Auto-encoding variational Bayes

Kingma, D.P., Welling, M.: · 2014

Cited alongside, same era.

Conditional generative adversarial nets for convolutional face generation

Gauthier, J.:

Cited in the paper.

Generative adversarial nets

Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., Bengio, Y.: · 2014

Later among the works it cites.

Stochastic backpropagation and approximate inference in deep generative models

Rezende, D.J., Mohamed, S., Wierstra, D.: · 2014

Later among the works it cites.

Semi-supervised learning with deep generative models

Kingma, D.P., Mohamed, S., Rezende, D.J., Welling, M.: · 2014

Later among the works it cites.

Conditional generative adversarial nets

Original

Mirza, M., Osindero, S.: · 2014

Later among the works it cites.

Deep convolutional inverse graphics network

Original

Kulkarni, T.D., Whitney, W., Kohli, P., Tenenbaum, J.B.: · 2015

Later among the works it cites.