Prof. Dr. Matthias Bethge

Address: Otfried-Müller-Str. 25
72076 Tübingen
Phone: +49 7071 29-89017
Fax: +49 7071 29-25015


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Matthias Bethge

Position: Research Group Leader  Unit: 

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Articles (57):

Mathis A, Mamidanna P, Cury KM, Abe T, Murthy VN, Mathis MW and Bethge M (September-2018) DeepLabCut: markerless pose estimation of user-defined body parts with deep learning Nature Neuroscience 21(9) 1281-1289.
Denfield GH, Ecker AS, Shinn TJ, Bethge M and Tolias AS (July-2018) Attentional fluctuations induce shared variability in macaque primary visual cortex Nature Communications 9(2654) 1-14.
Nonnenmacher M, Behrens C, Berens P, Bethge M and Macke JH (October-2017) Signatures of criticality arise from random subsampling in simple population models PLoS Computational Biology 13(10) 1-23.
Gatys LA, Ecker AS and Bethge M (October-2017) Texture and art with deep neural networks Current Opinion in Neurobiology 46 178–186.
Wallis TSA, Tobias S, Bethge M and Wichmann FA (April-2017) Detecting distortions of peripherally presented letter stimuli under crowded conditions Attention, Perception, & Psychophysics 79(3) 850–862.
Franke K, Berens P, Schubert T, Bethge M, Euler T and Baden T (February-2017) Inhibition decorrelates visual feature representations in the inner retina Nature 542(7642) 439–444.
Hosseini R, Sra S, Theis L and Bethge M (September-2016) Inference and mixture modeling with the Elliptical Gamma Distribution Computational Statistics & Data Analysis 101 29–43.
Mathis A, Rokni D, Kapoor V, Bethge M and Murthy VN (September-2016) Reading Out Olfactory Receptors: Feedforward Circuits Detect Odors in Mixtures without Demixing Neuron 91(5) 1110–1123.
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.
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, 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
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.
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.
Chagas AM, Theis L, Sengupta B, Stüttgen MC, Bethge M and Schwarz C (December-2013) Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents Frontiers in Neural Circuits 7(190) 1-17.
Theis L, Chagas AM, Arnstein D, Schwarz C and Bethge M (November-2013) Beyond GLMs: A Generative Mixture Modeling Approach to Neural System Identification PLoS Computational Biology 9(11) 1-9.
Sinz F and Bethge M (November-2013) What Is the Limit of Redundancy Reduction with Divisive Normalization? Neural Computation 25(11) 2809-2814.
Haefner RM, Gerwinn S, Macke JH and Bethge M (February-2013) Inferring decoding strategies from choice probabilities in the presence of correlated variability Nature Neuroscience 16(2) 235–242.
Gerhard HE, Wichmann FA and Bethge M (January-2013) How sensitive is the human visual system to the local statistics of natural images? PLoS Computational Biology 9(1) 1-15.
Baden T, Berens P, Bethge M and Euler T (January-2013) Spikes in Mammalian Bipolar Cells Support Temporal Layering of the Inner Retina Current Biology 23(1) 48–52.
Sinz F and Bethge M (January-2013) Temporal Adaptation Enhances Efficient Contrast Gain Control on Natural Images PLoS Computational Biology 9(1) 1-13.
Berens P, Ecker AS, Cotton RJ, Ma WJ, Bethge M and Tolias AS (August-2012) A Fast and Simple Population Code for Orientation in Primate V1 Journal of Neuroscience 32(31) 10618-10626.
Theis L, Hosseini R and Bethge M (July-2012) Mixtures of Conditional Gaussian Scale Mixtures Applied to Multiscale Image Representations PLoS ONE 7(7) 1-8.
Putzeys T, Bethge M, Wichmann F, Wagemans J and Goris R (April-2012) A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses PLoS Computational Biology 8(4) 1-13.
Theis L, Gerwinn S, Sinz F and Bethge M (November-2011) In All Likelihood, Deep Belief Is Not Enough Journal of Machine Learning Research 12 3071-3096.
Ecker AS, Berens P, Tolias AS and Bethge M (October-2011) The effect of noise correlations in populations of diversely tuned neurons Journal of Neuroscience 31(40) 14272-14283.
Kitching T, Amara A, Gill M, Harmeling S, Heymans C, Massey R, Rowe B, Schrabback T, Voigt L, Balan S, Bernstein G, Bethge M, Bridle S, Courbin F, Gentile M, Heavens A, Hirsch M, Hosseini R, Kiessling A, Kirk D, Kuijken K, Mandelbaum R, Moghaddam B, Nurbaeva G, Paulin-Henriksson S, Rassat A, Rhodes J, Schölkopf B, Shawe-Taylor J, Shmakova M, Taylor A, Velander M, van Waerbeke L, Witherick D and Wittman D (September-2011) Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook Annals of Applied Statistics 5(3) 2231-2263.
Macke J, Berens P and Bethge M (July-2011) Statistical analysis of multi-cell recordings: linking population coding models to experimental data Frontiers in Computational Neuroscience 5(35) 1-2.
Macke JH, Opper M and Bethge M (May-2011) Common Input Explains Higher-Order Correlations and Entropy in a Simple Model of Neural Population Activity Physical Review Letters 106(20) 1-4.
Macke JH, Gerwinn S, White LW, Kaschube M and Bethge M (May-2011) Gaussian process methods for estimating cortical maps NeuroImage 56(2) 570-581.
Berens P, Ecker AS, Gerwinn S, Tolias AS and Bethge M (March-2011) Reassessing optimal neural population codes with neurometric functions Proceedings of the National Academy of Sciences of the United States of America 108(11) 4423-4428.
Gerwinn S, Macke JH and Bethge M (February-2011) Reconstructing stimuli from the spike-times of leaky integrate and fire neurons Frontiers in Neuroscience 5(1) 1-16.
Sinz F and Bethge M (December-2010) Lp-Nested Symmetric Distributions Journal of Machine Learning Research 11 3409-3451.
Hosseini R, Sinz FH and Bethge M (October-2010) Lower bounds on the redundancy of natural images Vision Research 50(22) 2213-2222.
Bridle S, Balan ST, Bethge M, Gentile M, Harmeling S, Heymans C, Hirsch M, Hosseini R, Jarvis M, Kirk D, Kitching T, Kuijken K, Lewis A, Paulin-Henriksson S, Schölkopf B, Velander M, Voigt L, Witherick D, Amara A, Bernstein G, Courbin F, Gill M, Heavens A, Mandelbaum R, Massey R, Moghaddam B, Rassat A, Refregier A, Rhodes J, Schrabback T, Shawe-Taylor J, Shmakova M, van Waerbeke L and Wittman D (July-2010) Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing Monthly Notices of the Royal Astronomical Society 405(3) 2044-2061.
Gerwinn S, Macke J and Bethge M (April-2010) Bayesian inference for generalized linear models for spiking neurons Frontiers in Computational Neuroscience 4(12) 1-17.
Ecker AS, Berens P, Keliris GA, Bethge M, Logothetis NK and Tolias AS (January-2010) Decorrelated Neuronal Firing in Cortical Microcircuits Science 327(5965) 584-587.
Gerwinn S, Macke JH and Bethge M (October-2009) Bayesian population decoding of spiking neurons Frontiers in Computational Neuroscience 3(21) 1-14.
Sinz FH, Gerwinn S and Bethge M (May-2009) Characterization of the p-Generalized Normal Distribution Journal of Multivariate Analysis 100(5) 817-820.
Eichhorn J, Sinz FH and Bethge M (April-2009) Natural Image Coding in V1: How Much Use is Orientation Selectivity? PLoS Computational Biology 5(4) 1-16.
Macke JH, Berens P, Ecker AS, Tolias AS and Bethge M (February-2009) Generating Spike Trains with Specified Correlation Coefficients Neural Computation 21(2) 397-423.
Bethge M (June-2006) Factorial coding of natural images: how effective are linear models in removing higher-order dependencies? Journal of the Optical Society of America A 23(6) 1253-1268.
Silberberg G, Bethge M, Markram H, Pawelzik K and Tsodyks M (February-2004) Dynamics of Population Rate Codes in Ensembles of Neocortical Neurons Journal of Neurophysiology 91(2) 704-709.
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Last updated: Monday, 22.05.2017