Research Group Leader

Prof. Dr. Matthias Bethge
Prof. Dr. Matthias Bethge
Phone: +49 7071 29-89017
Fax: +49 7071 29-25015
mbethge[at]tuebingen.mpg.de

 

Secretary: Heike König
Phone: +49 7071 29-89018
Fax: +49 7071 29-25015
heike.koenig[at]tuebingen.mpg.de
 

 

Publication List Research Group Bethge

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2016

Articles (5):

Theis L, Berens P, Froudarakis E, Reimer J, Román Rosón M, Baden T, Euler T, Tolias AS and Bethge M (May-2016) Benchmarking Spike Rate Inference in Population Calcium Imaging Neuron 90(3) 471–482.
Wallis T, Bethge M and Wichmann FA (March-2016) Testing models of peripheral encoding using metamerism in an oddity paradigm Journal of Vision 16(2:4) 1-30.
Cadwell CR, Palasantza A, Jiang X, Berens P, Deng Q, Yilmaz M, Reimer J, Shen S, Bethge M, Tolias KF, Sandberg R and Tolias AS (February-2016) Electrophysiological, transcriptomic and morphologic profiling of single neurons using Patch-seq Nature Biotechnology 34(2) 199–203.
Ecker AS, Denfield GH, Bethge M and Tolias AS (February-2016) On the Structure of Neuronal Population Activity under Fluctuations in Attentional State Journal of Neuroscience 36(5) 1775-1789.
Baden T, Berens P, Franke K, Román Rosón M, Bethge M and Euler T (January-2016) The functional diversity of retinal ganglion cells in the mouse Nature 529(7586) 345–350.

Conference papers (3):

Gatys LA, Ecker AS and Bethge M (June-2016) Image Style Transfer Using Convolutional Neural Networks, IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016), 2414-2423.
Theis L and Bethge M (2016) Generative Image Modeling Using Spatial LSTMs In: Advances in Neural Information Processing Systems 28, , Twenty-Ninth Annual Conference on Neural Information Processing Systems (NIPS 2015), Curran, Red Hook, NY, USA, 1918-1926.
Gatys LA, Ecker AS and Bethge M (2016) Texture Synthesis Using Convolutional Neural Networks In: Advances in Neural Information Processing Systems 28, , Twenty-Ninth Annual Conference on Neural Information Processing Systems (NIPS 2015), Curran, Red Hook, NY, USA, 262-270.

Posters (4):

Gatys LA, Ecker AS and Bethge M (May-14-2016): A Neural Algorithm of Artistic Style, 16th Annual Meeting of the Vision Sciences Society (VSS 2016), St. Pete Beach, FL, USA.
Kümmerer M and Bethge M (May-14-2016): DeepGaze II: A big step towards explaining all information in image-based saliency, 16th Annual Meeting of the Vision Sciences Society (VSS 2016), St. Pete Beach, FL, USA.
Wallis TSA, Ecker AS, Gatys LA, Funke CM, Wichmann FA and Bethge M (May-14-2016): Seeking summary statistics that match peripheral visual appearance using naturalistic textures generated by Deep Neural Networks, 16th Annual Meeting of the Vision Sciences Society (VSS 2016), St. Pete Beach, FL, USA.
Bethge M, Theis L, Berens P, Froudarakis E, Reimer J, Roman-Roson M, Baden T, Euler T and Tolias A (February-26-2016): Supervised learning sets benchmark for robust spike rate inference from calcium imaging signals, Computational and Systems Neuroscience Meeting (COSYNE 2016), Salt Lake City, UT, USA.

Talks (2):

Wallis TS, Funke CM, Ecker AS, Gatys LA, Wichmann FA and Bethge M (August-30-2016) Abstract Talk: Towards matching the peripheral visual appearance of arbitrary scenes using deep convolutional neural networks, 39th European Conference on Visual Perception (ECVP 2016), Barcelona, Spain.
Wallis T, Bethge M and Wichmann F (March-21-2016) Abstract Talk: Testing models of peripheral encoding using metamerism in an oddity paradigm, 58th Conference of Experimental Psychologists (TeaP 2016), Heidelberg, Germany 364-365.

2015

Articles (4):

Kümmerer M, Wallis TS and Bethge M (December-2015) Information-theoretic model comparison unifies saliency metrics Proceedings of the National Academy of Sciences of the United States of America 112(52) 16054–16059.
Gatys LA, Ecker AS and Bethge M (October-2015) A Neural Algorithm of Artistic Style Nature Communications . submitted
Gatys LA, Ecker AS, Tchumatchenko T and Bethge M (June-2015) Synaptic unreliability facilitates information transmission in balanced cortical populations Physical Review E 91(062707) 1-7.
Lüdtke N, Das D, Theis L and Bethge M (May-2015) A Generative Model of Natural Texture Surrogates - . submitted

Conference papers (2):

Theis L and Hoffman MD (July-2015) A trust-region method for stochastic variational inference with applications to streaming data, 32nd International Conference on Machine Learning (ICML 2015), International Machine Learning Society, Madison, WI, USA, 2503-2511, Series: JMLR Workshop and Conference Proceedings ; 37.
Sra S, Hosseini R, Theis L and Bethge M (May-2015) Data modeling with the elliptical gamma distribution, 18th International Conference on Artificial Intelligence and Statistics (AISTATS 2015), International Machine Learning Society, Madison, WI, USA, 903–911, Series: JMLR Workshop and Conference Proceedings ; 38.

Contributions to books (1):

Bethge M: Efficient Population Coding, 1063-1070. In: Encyclopedia of Computational Neuroscience, (Ed) D. Jaeger, Springer, New York, NY, USA, (2015).

Posters (9):

Nonnenmacher M, Behrens C, Berens P, Bethge M and Macke JH (October-20-2015): Correlations and signatures of criticality in neural population models, 45th Annual Meeting of the Society for Neuroscience (Neuroscience 2015), Chicago, IL, USA.
Cotton JR, Ecker AS, Froudarakis E, Berens P, Bethge M, Saggau P and Tolias AS (October-19-2015): Scaling of information in large sensory neuronal populations, 45th Annual Meeting of the Society for Neuroscience (Neuroscience 2015), Chicago, IL, USA.
Cadwell CR, Jiang X, Berens P, Fahey PG, Yatsenko D, Froudarakis E, Ecker AS and Tolias AS (October-17-2015): Sibling rivalry and cooperation among excitatory neurons in the neocortex, 45th Annual Meeting of the Society for Neuroscience (Neuroscience 2015), Chicago, IL, USA.
Ecker AS, Denfield GH, Tolias AS and Bethge M (September-16-2015): On the structure of population activity under fluctuations in attentional state, Bernstein Conference 2015, Heidelberg, Germany.
Gatys LA, Ecker AS and Bethge M (September-16-2015): Texture synthesis and the controlled generation of natural stimuli using convolutional neural networks, Bernstein Conference 2015, Heidelberg, Germany.
Kümmerer M, Theis L and Bethge M (May-8-2015): Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet, International Conference on Learning Representations (ICLR 2015), San Diego, CA, USA.
Baden T, Franke K, Pop S, Roson MR, Kemmler R, Berens P, Bethge M, Schubert T and Euler T (March-19-2015): Following the visual signal across the entire mouse retina: From cone calcium to ganglion cell spikes, 11th Göttingen Meeting of the German Neuroscience Society, 35th Göttingen Neurobiology Conference, Göttingen, Germany.
Franke K, Baden T, Berens P, Rezac M, Bethge M and Euler T (March-19-2015): What the mouse eye tells the mouse brain: Fingerprinting the retinal ganglion cell types of the mouse retina, 11th Göttingen Meeting of the German Neuroscience Society, 35th Göttingen Neurobiology Conference, Göttingen, Germany.
Nonnenmacher M, Behrens C, Berens P, Bethge M and Macke J (March-7-2015): Correlations and signatures of criticality in neural population models, Computational and Systems Neuroscience Meeting (COSYNE 2015), Salt Lake City, UT, USA.

Talks (6):

Bethge M (December-11-2015) Invited Lecture: Let's compete: Benchmarking models in neuroscience, NIPS 2015 Workshop on Statistical Methods for Understanding Neural Systems, Montréal, Canada.
Bethge M (November-30-2015) Keynote Lecture: Perceiving Neural Networks, Max Planck ETH Center for Learning Systems Inauguration, Tübingen, Germany.
Nonnenmacher M, Behrens C, Berens P, Bethge M and Macke J (September-16-2015) Invited Lecture: Correlations and signatures of criticality in neural population models, Bernstein Conference 2015, Heidelberg, Germany 27-28.
Wallis T, Bethge M and Wichmann F (September-2015) Abstract Talk: Metamers of the ventral stream revisited, 15th Annual Meeting of the Vision Sciences Society (VSS 2015), St. Pete Beach, FL, USA, Journal of Vision, 15(12) 554.
Bethge M (June-11-2015) Invited Lecture: Understanding biological and artificial neural networks, 5th Bernstein Sparks Workshop: Neural models of decision making in natural inference tasks - from theory to experiment, Tübingen, Germany.
Gatys LA, Ecker AS, Tchumatchenko T and Bethge M (March-16-2015) Abstract Talk: Synaptic unreliability facilitates information transmission in balanced cortical populations, 79. Jahrestagung der Deutschen Physikalischen Gesellschaft und DPG-Frühjahrstagung, Berlin, Germany.

2014

Articles (6):

Sinz FH, Lies J-P, Gerwinn S and Bethge M (November-2014) Natter: A Python Natural Image Statistics Toolbox Journal of Statistical Software 61(5) 1-34.
Hosseini R, Sra S, Theis L and Bethge M (October-2014) Statistical inference with the Elliptical Gamma Distribution Machine Learning . submitted
Froudarakis E, Berens P, Ecker AS, Cotton RJ, Sinz FH, Yatsenko D, Saggau P, Bethge M and Tolias AS (June-2014) Population code in mouse V1 facilitates readout of natural scenes through increased sparseness Nature Neuroscience 17(6) 851–857.
Ecker AS, Berens P, Cotton RJ, Subramaniyan M, Denfield GH, Cadwell CR, Smirnakis SM, Bethge M and Tolias AS (April-2014) State Dependence of Noise Correlations in Macaque Primary Visual Cortex Neuron 82(1) 235–248.
Lies J-P, Häfner RM and Bethge M (March-2014) Slowness and sparseness have diverging effects on complex cell learning PLoS Computational Biology 10(3) 1-11.
Gerhard HE and Bethge M (February-2014) Towards Rigorous Study of Artistic Style: A New Psychophysical Paradigm Art & Perception 2(1-2) 23-44.

Conference papers (1):

Sra S and Hosseini R (2014) Geometric optimisation on positive definite matrices with application to elliptically contoured distributions In: Advances in Neural Information Processing Systems 26, , Twenty-Seventh Annual Conference on Neural Information Processing Systems (NIPS 2013), Curran, Red Hook, NY, USA, 2564-2572.

Posters (5):

Boettcher A and Bethge M (September-3-2014): Information theoretic analysis of neural populations, Bernstein Conference 2014, Göttingen, Germany.
Froudarakis A, Berens P, Ecker AS, Cotton RJ, Sinz FH, Yatsenko D, Saggau P, Bethge M and Tolias AS (June-2014): Population Code in Mouse V1 Facilities Read-out of Natural Scenes through Increased Sparseness, AREADNE 2014: Research in Encoding and Decoding of Neural Ensembles, Santorini, Greece.
Cotton RJ, Froudarakis E, Ecker AS, Berens P, Saggau P and Tolias AS (June-2014): Scaling of Information in Large Sensory Neuronal Populations, AREADNE 2014: Research in Encoding and Decoding of Neural Ensembles, Santorini, Greece.
Ecker AS, Berens P, Cotton RJ, Subramaniyan M, Denfield GH, Cadwell CR, Smirnakis SM, Bethge M and Tolias AS (June-2014): State Dependence of Noise Correlation in Macaque Primary Visual Cortex, AREADNE 2014: Research in Encoding and Decoding of Neural Ensembles, Santorini, Greece.
Berens P, Baden T, Franke K, Rezac M, Bethge M and Euler T (June-2014): What the Mouse Eye Tells the Mouse Brain: A Semi-Supervised Clustering Approach for Fingerprinting the Retinal Ganglion Cell Types of the Mouse Retina, AREADNE 2014: Research in Encoding and Decoding of Neural Ensembles, Santorini, Greece.

Talks (4):

Franke K, Baden T, Berens P, Rezac M, Bethge M and Euler T (October-15-2014) Abstract Talk: What the mouse eye tells the mouse brain: Fingerprinting the retinal ganglion cell types of the mouse retina, 15th Conference of Junior Neuroscientists of Tübingen (NeNa 2014), Schramberg, Germany 10.
Gatys L, Ecker A, Tchumatchenko T and Bethge M (October-13-2014) Abstract Talk: Synaptic unreliability facilitates information transmission in balanced cortical populations, 15th Conference of Junior Neuroscientists of Tübingen (NeNa 2014), Schramberg, Germany 11.
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Last updated: Wednesday, 27.02.2013