Publications by Leon Gatys
Preprints
Journal Articles
T. S. A. Wallis,
C. M. Funke,
A. S. Ecker,
L. A. Gatys,
F. A. Wichmann, and
M. Bethge
Image content is more important than Bouma's Law for scene metamers
ELife, 2019
URL, DOI, BibTex
Image content is more important than Bouma's Law for scene metamers
ELife, 2019
URL, DOI, BibTex
S. A. Cadena,
G. H. Denfield,
E. Y. Walker,
L. A. Gatys,
A. S. Tolias,
M. Bethge, and
A. S. Ecker
Deep convolutional models improve predictions of macaque V1 responses to natural images
PLoS Computational Biology, 2019
URL, DOI, PDF, BibTex
Deep convolutional models improve predictions of macaque V1 responses to natural images
PLoS Computational Biology, 2019
URL, DOI, PDF, BibTex
T. S. A. Wallis,
C. M. Funke,
A. S. Ecker,
L. A. Gatys,
F. A. Wichmann, and
M. Bethge
A Parametric Texture Model Based on Deep Convolutional Features Closely Matches Texture Appearance for Humans
Journal of Vision, 17(12), 2017
#visual textures, #style transfer, #perceptual image synthesis, #cnns, #psychophysics, #appearance
Code, URL, DOI, Stimuli, Preprint, BibTex
A Parametric Texture Model Based on Deep Convolutional Features Closely Matches Texture Appearance for Humans
Journal of Vision, 17(12), 2017
#visual textures, #style transfer, #perceptual image synthesis, #cnns, #psychophysics, #appearance
Code, URL, DOI, Stimuli, Preprint, BibTex
L. A. Gatys,
A. S. Ecker, and
M. Bethge
Texture and art with deep neural networks
Current Opinion in Neurobiology, 46, 178-186, 2017
#visual textures, #style transfer, #perceptual image synthesis, #cnns, #computational neuroscience
URL, PDF, BibTex
Texture and art with deep neural networks
Current Opinion in Neurobiology, 46, 178-186, 2017
#visual textures, #style transfer, #perceptual image synthesis, #cnns, #computational neuroscience
URL, PDF, BibTex
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
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
J. Rauber,
E. Fox, and
L. Gatys
Modeling patterns of smartphone usage and their relationship to cognitive health
Machine Learning for Health Workshop, NeurIPS 2019, 2019
BibTex
Modeling patterns of smartphone usage and their relationship to cognitive health
Machine Learning for Health Workshop, NeurIPS 2019, 2019
BibTex
S. A. Cadena,
M. A. Weis,
L. A. Gatys,
M. Bethge, and
A. S. Ecker
Diverse feature visualizations reveal invariances in early layers of deep neural networks
The European Conference on Computer Vision (ECCV), 2018
URL, BibTex
Diverse feature visualizations reveal invariances in early layers of deep neural networks
The European Conference on Computer Vision (ECCV), 2018
URL, BibTex
M. Kümmerer,
T. S. Wallis,
L. A. Gatys, and
M. Bethge
Understanding Low- and High-Level Contributions to Fixation Prediction
The IEEE International Conference on Computer Vision (ICCV), 2017
Code, URL, PDF, model webservice, BibTex
Understanding Low- and High-Level Contributions to Fixation Prediction
The IEEE International Conference on Computer Vision (ICCV), 2017
Code, URL, PDF, model webservice, BibTex
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
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
I. Ustyuzhaninov*,
W. Brendel*,
L. Gatys, and
M. Bethge
What does it take to generate natural textures?
International Conference on Learning Representations, 2017
#deep learning, #texture synthesis, #random networks
Code, URL, PDF, Poster, BibTex
What does it take to generate natural textures?
International Conference on Learning Representations, 2017
#deep learning, #texture synthesis, #random networks
Code, URL, PDF, Poster, 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
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
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
Preprint versions of published papers
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
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
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
Information Coding in the Variance of Neural Activity
Bernstein Conference, 2013
#information transmission, #balanced state, #variance coding
DOI, Poster, BibTex