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We propose a new neural network architecture for solving single-image analogies - the generation of an entire set of stylistically similar images from just a single input image.
Generalization and network design strategies
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Gradient-based learning applied to document recognition
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Separating style and content with bilinear models
J. B. Tenenbaum and W. T. Freeman · 2000
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Image analogies
A. Hertzmann, C. E. Jacobs, N. Oliver, B. Curless, and D. H. Salesin · 2001
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Image quality assessment: from error visibility to structural similarity
Z. Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli · 2004
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Stimulus synthesis for efficient evaluation and refinement of perceptual image quality metrics
Z. Wang and E. P. Simoncelli · 2004
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A linear estimator optimized for the structural similarity index and its application to image denoising
S. S. Channappayya, A. C. Bovik, and R. W. Heath · 2006
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Unsupervised learning of image transformations
R. Memisevic and G. Hinton · 2007
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Design of linear equalizers optimized for the structural similarity index
S. S. Channappayya, A. C. Bovik, C. Caramanis, and R. W. Heath · 2008
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Visualizing data using t-sne
L. Van der Maaten and G. Hinton · 2008
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Mean squared error: love it or leave it? a new look at signal fidelity measures
Z. Wang and A. C. Bovik · 2009
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Theano: a CPU and GPU math expression compiler
J. Bergstra, O. Breuleux, F. Bastien, P. Lamblin, R. Pascanu, G. Desjardins, J. Turian, D. Warde-Farley, and Y. Bengio · 2010
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Modeling pixel means and covariances using factorized third-order boltzmann machines
M. Ranzato and G. E. Hinton · 2010
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Generating more realistic images using gated mrf’s
M. Ranzato, V. Mnih, and G. Hinton · 2010
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Convolutional learning of spatio-temporal features
G. W. Taylor, R. Fergus, Y. LeCun, and C. Bregler · 2010
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Unsupervised models of images by spike-and-slab rbms
A. Courville, J. Bergstra, and Y. Bengio · 2011
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Reading digits in natural images with unsupervised feature learning
Y. Netzer, T. Wang, A. Coates, A. Bissacco, B. Wu, and A. Y. Ng · 2011
Learning a manifold of fonts
N. D. Campbell and J. Kautz · 2014
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Generative adversarial nets
I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014
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Semi-supervised learning with deep generative models
D. P. Kingma, S. Mohamed, D. J. Rezende, and M. Welling · 2014
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Exploratory font selection using crowdsourced attributes
P. O’Donovan, J. Lībeks, A. Agarwala, and A. Hertzmann · 2014
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http://www.freetype.org/ , 2015
The FreeType project · 2015
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A neural algorithm of artistic style
L. A. Gatys, A. S. Ecker, and M. Bethge · 2015
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Theano: new features and speed improvements
F. Bastien, P. Lamblin, R. Pascanu, J. Bergstra, I. J. Goodfellow, A. Bergeron, N. Bouchard, and Y. Bengio · 2012
Cited alongside, same era.
On the mathematical properties of the structural similarity index
D. Brunet, E. R. Vrscay, and Z. Wang · 2012
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Gated boltzmann machine in texture modeling
T. Hao, T. Raiko, A. Ilin, and J. Karhunen · 2012
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Auto-encoding variational bayes
D. P. Kingma and M. Welling · 2013
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Distributed representations of words and phrases and their compositionality
T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean · 2013
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Deep convolutional inverse graphics network
T. D. Kulkarni, W. Whitney, P. Kohli, and J. B. Tenenbaum · 2015
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Perceptually based downscaling of images
A. C. Öztireli and M. Gross · 2015
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Deep visual analogy-making
S. E. Reed, Y. Zhang, Y. Zhang, and H. Lee · 2015
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VISALOGY: Answering visual analogy questions
F. Sadeghi, R. Girshick, L. Zitnick, and A. Farhadi · 2015
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Unsupervised domain adaptation by backpropagation
V. L. Yaroslav Ganin · 2015
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