Publications by Leon Gatys

Unpublished Papers


I. Ustyuzhaninov, W. Brendel, L. A. Gatys, and M. Bethge
Texture Synthesis Using Shallow Convolutional Networks with Random Filters
arXiv, 2016
#texture synthesis, #random filters, #convolutional neural networks, #deep learning
URL, PDF, BibTex

Journal Articles


L. A. Gatys, A. S. Ecker, T. Tchumatchenko, and M. Bethge
Synaptic unreliability facilitates information transmission in balanced cortical populations
Physical Review E, 91(6), 62707, 2015
#synaptic noise, #balanced state, #neural population coding
Code, URL, DOI, PDF, BibTex

Conference Papers


L. A. Gatys, A. S. Ecker, M. Bethge, A. Hertzmann, and E. Shechtman
Controlling Perceptual Factors in Neural Style Transfer
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2017
#texture transfer, #artistic style, #user control, #convolutional neural networks
Code, URL, Supplementary Material, BibTex
L. A. Gatys, A. S. Ecker, and M. Bethge
Image Style Transfer Using Convolutional Neural Networks
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016
#texture transfer, #artistic style, #separating content from style, #convolutional neural networks
Code, URL, BibTex
L. A. Gatys, A. S. Ecker, and M. Bethge
Texture Synthesis Using Convolutional Neural Networks
Advances in Neural Information Processing Systems 28, 2015
#texture synthesis, #ventral stream, #convolutional neural networks, #deep learning
Code, URL, PDF, Example textures, BibTex

Technical Reports


C. M. Funke, L. A. Gatys, A. S. Ecker, and M. Bethge
Synthesising Dynamic Textures using Convolutional Neural Networks
arXiv, 2017
#texture synthesis, #dynamic textures
URL, BibTex
L. A. Gatys, M. Bethge, A. Hertzmann, and E. Shechtman
Preserving Color in Neural Artistic Style Transfer
arXiv, 2016
#texture transfer, #artistic style, #color preservation, #convolutional neural networks
URL, BibTex

Abstracts


L. A. Gatys, A. S. Ecker, T. Tchumatchenko, and M. Bethge
Synaptic unreliability facilitates information transmission in balanced cortical populations
Bernstein Conference, 2014
#synaptic noise, #balanced state, #neural population coding
DOI, Talk, BibTex
L. A. Gatys, A. S. Ecker, T. Tchumatchenko, and M. Bethge
How much signal is there in the noise?
Computational and Systems Neuroscience, 2014
#synaptic noise, #balanced state, #neural population coding
Poster, BibTex
L. A. Gatys, A. S. Ecker, T. Tchumatchenko, and M. Bethge
Information Coding in the Variance of Neural Activity
Bernstein Conference, 2013
#information transmission, #balanced state, #variance coding
DOI, Poster, BibTex

Preprint versions of published articles


L. A. Gatys, A. S. Ecker, and M. Bethge
A Neural Algorithm of Artistic Style
arXiv, 2015
#artistic style, #convolutional neural networks, #separating content from style
URL, Details, BibTex
University of Tuebingen BCCN CIN MPI