List of works - Matthias Bethge

A Neural Algorithm of Artistic Style ⬇️

scientific article published on 2 September 2015

A fast and simple population code for orientation in primate V1

scientific article

A joint maximum-entropy model for binary neural population patterns and continuous signals ⬇️

scientific article published in January 2009

A new perceptual bias reveals suboptimal population decoding of sensory responses

scientific article

A parametric texture model based on deep convolutional features closely matches texture appearance for humans

scientific article

Accurate, reliable and fast robustness evaluation ⬇️

Attentional fluctuations induce shared variability in macaque primary visual cortex

scientific article published in Nature Communications

Bayesian Inference for Spiking Neuron Models with a Sparsity Prior ⬇️

Bayesian estimation of orientation preference maps ⬇️

scientific article published in January 2009

Bayesian inference for generalized linear models for spiking neurons

scientific article published on 28 May 2010

Bayesian population decoding of spiking neurons

scientific article published on 28 October 2009

Benchmarking Spike Rate Inference in Population Calcium Imaging

scientific article published on May 2016

Beyond GLMs: a generative mixture modeling approach to neural system identification

scientific article

Binary Tuning is Optimal for Neural Rate Coding with High Temporal Resolution ⬇️

scientific article published in January 2003

Characterization of the p-generalized normal distribution

Common Input Explains Higher-Order Correlations and Entropy in a Simple Model of Neural Population Activity ⬇️

scientific article published on May 17, 2011

Community-based benchmarking improves spike rate inference from two-photon calcium imaging data.

scientific article published on 21 May 2018

Correction to: Detecting distortions of peripherally presented letter stimuli under crowded conditions

scientific article published on 01 November 2019

Decorrelated neuronal firing in cortical microcircuits

scientific article published in January 2010

Deep convolutional models improve predictions of macaque V1 responses to natural images

article

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

article by Alexander Mathis et al published 20 August 2018 in Nature Neuroscience

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

scholarly article by Alexander Mathis et al published September 2018 in Nature Neuroscience

Detecting distortions of peripherally presented letter stimuli under crowded conditions

scientific article published on 01 April 2017

Electrophysiological, transcriptomic and morphologic profiling of single neurons using Patch-seq

scientific article published on 21 December 2015

Engineering a Less Artificial Intelligence

scientific article published on 01 September 2019

Evaluating neuronal codes for inference using Fisher information ⬇️

scientific article published in January 2010

Excessive Invariance Causes Adversarial Vulnerability ⬇️

scientific article published on 21 March 2019

Factorial coding of natural images: how effective are linear models in removing higher-order dependencies?

scientific article published in June 2006

Faster processing of moving compared with flashed bars in awake macaque V1 provides a neural correlate of the flash lag illusion

scientific article published on 22 August 2018

Foolbox Native: Fast adversarial attacks to benchmark the robustness of machine learning models in PyTorch, TensorFlow, and JAX

Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents

scientific article

Gaussian process methods for estimating cortical maps

scientific article

Generalisation in humans and deep neural networks ⬇️

scientific article published on 27 August 2018

Generating spike trains with specified correlation coefficients.

scientific article

Generative Image Modeling Using Spatial LSTMs ⬇️

Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook

Hierarchical Modeling of Local Image Features through L_p-Nested Symmetric Distributions ⬇️

scientific article published in January 2009

How Sensitive Is the Human Visual System to the Local Statistics of Natural Images? ⬇️

scientific article published on January 24, 2013

Improving robustness against common corruptions by covariate shift adaptation ⬇️

scientific article published in November 2020

Inferring decoding strategies from choice probabilities in the presence of correlated variability.

scientific article

Information-theoretic model comparison unifies saliency metrics.

scientific article

Inhibition decorrelates visual feature representations in the inner retina.

scientific article published on 8 February 2017

Learning divisive normalization in primary visual cortex ⬇️

scientific article

Learning from brains how to regularize machines ⬇️

Lower bounds on the redundancy of natural images

scientific article published on 10 August 2010

Meaning maps and saliency models based on deep convolutional neural networks are insensitive to image meaning when predicting human fixations

scientific article published on 20 October 2020

Mixtures of conditional Gaussian scale mixtures applied to multiscale image representations

scientific article

Natural image coding in V1: how much use is orientation selectivity?

scientific article

Near-Maximum Entropy Models for Binary Neural Representations of Natural Images ⬇️

Neural system identification for large populations separating “what” and “where” ⬇️

article by David Klindt et al published 2017 in Advances in Neural Information Processing Systems 30

Neurometric function analysis of population codes ⬇️

scientific article published in January 2009

On the Structure of Neuronal Population Activity under Fluctuations in Attentional State.

scientific article published on February 2016

Population code in mouse V1 facilitates readout of natural scenes through increased sparseness

scientific article

Reading Out Olfactory Receptors: Feedforward Circuits Detect Odors in Mixtures without Demixing

scientific article

Reassessing optimal neural population codes with neurometric functions.

scientific article

Receptive Fields without Spike-Triggering ⬇️

scientific article published in January 2008

Reconstructing Stimuli from the Spike Times of Leaky Integrate and Fire Neurons ⬇️

scientific article published on February 23, 2011

Results of the GREAT08 Challenge: an image analysis competition for cosmological lensing

article

Second order phase transition in neural rate coding: binary encoding is optimal for rapid signal transmission

scientific article published on 27 February 2003

Signatures of criticality arise from random subsampling in simple population models

scientific article published on 3 October 2017

Slowness and sparseness have diverging effects on complex cell learning

scientific article

Spikes in mammalian bipolar cells support temporal layering of the inner retina.

scientific article published on 13 December 2012

State dependence of noise correlations in macaque primary visual cortex

scientific article

Statistical analysis of multi-cell recordings: linking population coding models to experimental data

scientific article

Synaptic unreliability facilitates information transmission in balanced cortical populations

scientific article published on 11 June 2015

System Identification with Biophysical Constraints: A Circuit Model of the Inner Retina ⬇️

scientific article published in November 2020

Temporal adaptation enhances efficient contrast gain control on natural images

scientific article

Testing models of peripheral encoding using metamerism in an oddity paradigm

scientific article published on 01 January 2016

Texture Synthesis Using Convolutional Neural Networks ⬇️

scholarly article by Leon Gatys et al published 2015 in Advances in Neural Information Processing Systems 28

Texture and art with deep neural networks

scientific article published on 16 September 2017

The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction ⬇️

The effect of noise correlations in populations of diversely tuned neurons.

scientific article published on October 2011

The functional diversity of retinal ganglion cells in the mouse

scientific article

The temporal structure of the inner retina at a single glance

scientific article published on 10 March 2020

Training sparse natural image models with a fast Gibbs sampler of an extended state space ⬇️

scientific article published in January 2012

Using DeepLabCut for 3D markerless pose estimation across species and behaviors

scientific article published on 21 June 2019

What is the limit of redundancy reduction with divisive normalization?

scientific article published on 29 July 2013

List of works by Matthias Bethge

A Neural Algorithm of Artistic Style ⬇️

A fast and simple population code for orientation in primate V1

A joint maximum-entropy model for binary neural population patterns and continuous signals ⬇️

A new perceptual bias reveals suboptimal population decoding of sensory responses

A parametric texture model based on deep convolutional features closely matches texture appearance for humans

Accurate, reliable and fast robustness evaluation ⬇️

Attentional fluctuations induce shared variability in macaque primary visual cortex

Bayesian Inference for Spiking Neuron Models with a Sparsity Prior ⬇️

Bayesian estimation of orientation preference maps ⬇️

Bayesian inference for generalized linear models for spiking neurons

Bayesian population decoding of spiking neurons

Benchmarking Spike Rate Inference in Population Calcium Imaging

Beyond GLMs: a generative mixture modeling approach to neural system identification

Binary Tuning is Optimal for Neural Rate Coding with High Temporal Resolution ⬇️

Characterization of the p-generalized normal distribution

Common Input Explains Higher-Order Correlations and Entropy in a Simple Model of Neural Population Activity ⬇️

Community-based benchmarking improves spike rate inference from two-photon calcium imaging data.

Correction to: Detecting distortions of peripherally presented letter stimuli under crowded conditions

Decorrelated neuronal firing in cortical microcircuits

Deep convolutional models improve predictions of macaque V1 responses to natural images

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

Detecting distortions of peripherally presented letter stimuli under crowded conditions

Electrophysiological, transcriptomic and morphologic profiling of single neurons using Patch-seq

Engineering a Less Artificial Intelligence

Evaluating neuronal codes for inference using Fisher information ⬇️

Excessive Invariance Causes Adversarial Vulnerability ⬇️

Factorial coding of natural images: how effective are linear models in removing higher-order dependencies?

Faster processing of moving compared with flashed bars in awake macaque V1 provides a neural correlate of the flash lag illusion

Foolbox Native: Fast adversarial attacks to benchmark the robustness of machine learning models in PyTorch, TensorFlow, and JAX

Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents

Gaussian process methods for estimating cortical maps

Generalisation in humans and deep neural networks ⬇️

Generating spike trains with specified correlation coefficients.

Generative Image Modeling Using Spatial LSTMs ⬇️

Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook

Hierarchical Modeling of Local Image Features through L_p-Nested Symmetric Distributions ⬇️

How Sensitive Is the Human Visual System to the Local Statistics of Natural Images? ⬇️

Improving robustness against common corruptions by covariate shift adaptation ⬇️

Inferring decoding strategies from choice probabilities in the presence of correlated variability.

Information-theoretic model comparison unifies saliency metrics.

Inhibition decorrelates visual feature representations in the inner retina.

Learning divisive normalization in primary visual cortex ⬇️

Learning from brains how to regularize machines ⬇️

Lower bounds on the redundancy of natural images

Meaning maps and saliency models based on deep convolutional neural networks are insensitive to image meaning when predicting human fixations

Mixtures of conditional Gaussian scale mixtures applied to multiscale image representations

Natural image coding in V1: how much use is orientation selectivity?

Near-Maximum Entropy Models for Binary Neural Representations of Natural Images ⬇️

Neural system identification for large populations separating “what” and “where” ⬇️

Neurometric function analysis of population codes ⬇️

On the Structure of Neuronal Population Activity under Fluctuations in Attentional State.

Population code in mouse V1 facilitates readout of natural scenes through increased sparseness

Reading Out Olfactory Receptors: Feedforward Circuits Detect Odors in Mixtures without Demixing

Reassessing optimal neural population codes with neurometric functions.

Receptive Fields without Spike-Triggering ⬇️

Reconstructing Stimuli from the Spike Times of Leaky Integrate and Fire Neurons ⬇️

Results of the GREAT08 Challenge: an image analysis competition for cosmological lensing

Second order phase transition in neural rate coding: binary encoding is optimal for rapid signal transmission

Signatures of criticality arise from random subsampling in simple population models

Slowness and sparseness have diverging effects on complex cell learning

Spikes in mammalian bipolar cells support temporal layering of the inner retina.

State dependence of noise correlations in macaque primary visual cortex

Statistical analysis of multi-cell recordings: linking population coding models to experimental data

Synaptic unreliability facilitates information transmission in balanced cortical populations

System Identification with Biophysical Constraints: A Circuit Model of the Inner Retina ⬇️

Temporal adaptation enhances efficient contrast gain control on natural images

Testing models of peripheral encoding using metamerism in an oddity paradigm

Texture Synthesis Using Convolutional Neural Networks ⬇️

Texture and art with deep neural networks

The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction ⬇️

The effect of noise correlations in populations of diversely tuned neurons.

The functional diversity of retinal ganglion cells in the mouse

The temporal structure of the inner retina at a single glance

Training sparse natural image models with a fast Gibbs sampler of an extended state space ⬇️

Using DeepLabCut for 3D markerless pose estimation across species and behaviors

What is the limit of redundancy reduction with divisive normalization?