Stimulus- and goal-oriented frameworks for understanding natural vision

Visual pathways from the perspective of cost functions and multi-task deep neural networks

(2018) H. Steven Scholte et al.   CORTEX

A Task-Optimized Neural Network Replicates Human Auditory Behavior, Predicts Brain Responses, and Reveals a Cortical Processing Hierarchy

(2018) Alexander J.E. Kell et al.   NEURON

Learning to make external sensory stimulus predictions using internal correlations in populations of neurons

(2018) Audrey J. Sederberg et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Eyes Matched to the Prize: The State of Matched Filters in Insect Visual Circuits

(2018) Jessica R. Kohn et al.   Frontiers in Neural Circuits

Using multiple optimization tasks to improve deep neural network models of higher ventral cortex

(2018) Chengxu Zhuang et al.   JOURNAL OF VISION

Could information theory provide an ecological theory of sensory processing?

(2018) Joseph J. Atick   NETWORK-COMPUTATION IN NEURAL SYSTEMS

Inferring hidden structure in multilayered neural circuits

(2018) Niru Maheswaranathan et al.   PLoS Computational Biology

Inhibition decorrelates visual feature representations in the inner retina

(2017) Katrin Franke et al.   NATURE

Toward a unified theory of efficient, predictive, and sparse coding

(2017) Matthew Chalk et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Cross-orientation suppression in visual area V2

(2017) Ryan J. Rowekamp et al.   Nature Communications

Accuracy Maximization Analysis for Sensory-Perceptual Tasks: Computational Improvements, Filter Robustness, and Coding Advantages for Scaled Additive Noise

(2017) Johannes Burge et al.   PLoS Computational Biology

Sensitivity to image recurrence across eye-movement-like image transitions through local serial inhibition in the retina

(2017) Vidhyasankar Krishnamoorthy et al.   eLife

Signalling by melanopsin (OPN4) expressing photosensitive retinal ganglion cells

(2016) S Hughes et al.   EYE

Cardinal Orientation Selectivity Is Represented by Two Distinct Ganglion Cell Types in Mouse Retina

(2016) A. Nath et al.   JOURNAL OF NEUROSCIENCE

Using goal-driven deep learning models to understand sensory cortex

(2016) Daniel L K Yamins et al.   NATURE NEUROSCIENCE

Neural Quadratic Discriminant Analysis: Nonlinear Decoding with V1-Like Computation

(2016) Marino Pagan et al.   NEURAL COMPUTATION

Synaptic Rectification Controls Nonlinear Spatial Integration of Natural Visual Inputs

(2016) Maxwell H. Turner et al.   NEURON

Direction-Selective Circuits Shape Noise to Ensure a Precise Population Code

(2016) Joel Zylberberg et al.   NEURON

Structures of Neural Correlation and How They Favor Coding

(2016) Felix Franke et al.   NEURON

Receptor arrays optimized for natural odor statistics

(2016) David Zwicker et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Conjectures regarding the nonlinear geometry of visual neurons

(2016) James R. Golden et al.   VISION RESEARCH

Comparison of deep neural networks to spatio-temporal cortical dynamics of human visual object recognition reveals hierarchical correspondence

(2016) Radoslaw Martin Cichy et al.   Scientific Reports

How Do Efficient Coding Strategies Depend on Origins of Noise in Neural Circuits?

(2016) Braden A. W. Brinkman et al.   PLoS Computational Biology

A Hierarchical Statistical Model of Natural Images Explains Tuning Properties in V2

(2015) H. Hosoya et al.   JOURNAL OF NEUROSCIENCE

A Convolutional Subunit Model for Neuronal Responses in Macaque V1

(2015) B. Vintch et al.   JOURNAL OF NEUROSCIENCE

Projection-Specific Characteristics of Retinal Input to the Brain

(2015) G. Gauvain et al.   JOURNAL OF NEUROSCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Flexible gating of contextual influences in natural vision

(2015) Ruben Coen-Cagli et al.   NATURE NEUROSCIENCE

Critical and maximally informative encoding between neural populations in the retina

(2015) David B. Kastner et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The unsteady eye: an information-processing stage, not a bug

(2015) Michele Rucci et al.   TRENDS IN NEUROSCIENCES

Functional Circuitry of the Retina

(2015) Jonathan B. Demb et al.   Annual Review of Vision Science

Deep Neural Networks: A New Framework for Modeling Biological Vision and Brain Information Processing

(2015) Nikolaus Kriegeskorte   Annual Review of Vision Science

Moving Sensory Adaptation beyond Suppressive Effects in Single Neurons

(2014) Samuel G. Solomon et al.   CURRENT BIOLOGY

Benefits of Pathway Splitting in Sensory Coding

(2014) J. Gjorgjieva et al.   JOURNAL OF NEUROSCIENCE

Neural processing of natural sounds

(2014) Frédéric E. Theunissen et al.   NATURE REVIEWS NEUROSCIENCE

Image statistics underlying natural texture selectivity of neurons in macaque V4

(2014) Gouki Okazawa et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The impact on midlevel vision of statistically optimal divisive normalization in V1

(2013) R. Coen-Cagli et al.   JOURNAL OF VISION

A functional and perceptual signature of the second visual area in primates

(2013) Jeremy Freeman et al.   NATURE NEUROSCIENCE

Visual Nonclassical Receptive Field Effects Emerge from Sparse Coding in a Dynamical System

(2013) Mengchen Zhu et al.   PLoS Computational Biology

Temporal Encoding of Spatial Information during Active Visual Fixation

(2012) Xutao Kuang et al.   CURRENT BIOLOGY

Perceptual Inference Predicts Contextual Modulations of Sensory Responses

(2012) T. Lochmann et al.   JOURNAL OF NEUROSCIENCE

Decorrelation and efficient coding by retinal ganglion cells

(2012) Xaq Pitkow et al.   NATURE NEUROSCIENCE

Characterizing Responses of Translation-Invariant Neurons to Natural Stimuli: Maximally Informative Invariant Dimensions

(2012) Michael Eickenberg et al.   NEURAL COMPUTATION

Cortical Surround Interactions and Perceptual Salience via Natural Scene Statistics

(2012) Ruben Coen-Cagli et al.   PLoS Computational Biology

Nonlinear spatial encoding by retinal ganglion cells: when 1 + 1 ≠ 2

(2011) Greg Schwartz et al.   JOURNAL OF GENERAL PHYSIOLOGY

A Three-Dimensional Spatiotemporal Receptive Field Model Explains Responses of Area MT Neurons to Naturalistic Movies

(2011) S. Nishimoto et al.   JOURNAL OF NEUROSCIENCE

Learning Intermediate-Level Representations of Form and Motion from Natural Movies

(2011) Charles F. Cadieu et al.   NEURAL COMPUTATION

Beyond multiple pattern analyzers modeled as linear filters (as classical V1 simple cells): Useful additions of the last 25 years

(2011) Norma V. Graham   VISION RESEARCH

Predictive Coding as a Model of Response Properties in Cortical Area V1

(2010) M. W. Spratling   JOURNAL OF NEUROSCIENCE

Selectivity and Tolerance ("Invariance") Both Increase as Visual Information Propagates from Cortical Area V4 to IT

(2010) N. C. Rust et al.   JOURNAL OF NEUROSCIENCE

Optimal stimulus encoders for natural tasks

(2010) W. S. Geisler et al.   JOURNAL OF VISION

Eye Smarter than Scientists Believed: Neural Computations in Circuits of the Retina

(2010) Tim Gollisch et al.   NEURON

The Challenges Natural Images Pose for Visual Adaptation

(2009) Fred Rieke et al.   NEURON

DOVES: a database of visual eye movements

(2009) Ian Van Der Linde et al.   Spatial vision

Natural Image Coding in V1: How Much Use Is Orientation Selectivity?

(2009) Jan Eichhorn et al.   PLoS Computational Biology

Emergence of complex cell properties by learning to generalize in natural scenes

(2008) Yan Karklin et al.   NATURE