Unsupervised Learning of Generative and Discriminative Weights Encoding Elementary Image Components in a Predictive Coding Model of Cortical Function

Multiplicative Gain Modulation Arises Through Unsupervised Learning in a Predictive Coding Model of Cortical Function

(2011) Kris De Meyer et al.   NEURAL COMPUTATION

A single functional model accounts for the distinct properties of suppression in cortical area V1

(2011) M.W. Spratling   VISION RESEARCH

A model of primate visual cortex based on category-specific redundancies in natural images

(2010) Mohsen Malmir et al.   CONNECTION SCIENCE

Deep Machine Learning - A New Frontier in Artificial Intelligence Research [Research Frontier]

(2010) I Arel et al.   IEEE Computational Intelligence Magazine

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

(2010) M. W. Spratling   JOURNAL OF NEUROSCIENCE

Role of Homeostasis in Learning Sparse Representations

(2010) Laurent U. Perrinet   NEURAL COMPUTATION

Independent Component Analysis in Spiking Neurons

(2010) Cristina Savin et al.   PLoS Computational Biology

The Sparseness of Neuronal Responses in Ferret Primary Visual Cortex

(2009) D. J. Tolhurst et al.   JOURNAL OF NEUROSCIENCE

Synaptic depression enables neuronal gain control

(2009) Jason S. Rothman et al.   NATURE

Receptive Field Self-Organization in a Model of the Fine Structure in V1 Cortical Columns

(2009) Jörg Lücke   NEURAL COMPUTATION

Representation of Concurrent Stimuli by Population Activity in Visual Cortex

(2009) Laura Busse et al.   NEURON

The free-energy principle: a rough guide to the brain?

(2009) Karl Friston   TRENDS IN COGNITIVE SCIENCES

A model of non-linear interactions between cortical top-down and horizontal connections explains the attentional gating of collinear facilitation

(2009) Kris De Meyer et al.   VISION RESEARCH

Efficient coding correlates with spatial frequency tuning in a model of V1 receptive field organization

(2009) JAN WILTSCHUT et al.   VISUAL NEUROSCIENCE

A Structured Model of Video Reproduces Primary Visual Cortical Organisation

(2009) Pietro Berkes et al.   PLoS Computational Biology

Predictive Feedback Can Account for Biphasic Responses in the Lateral Geniculate Nucleus

(2009) Janneke F. M. Jehee et al.   PLoS Computational Biology

Unsupervised Learning of Overlapping Image Components Using Divisive Input Modulation

(2009) M. W. Spratling et al.   Computational Intelligence and Neuroscience

A Sparse Generative Model of V1 Simple Cells with Intrinsic Plasticity

(2008) Cornelius Weber et al.   NEURAL COMPUTATION

Predictive coding as a model of biased competition in visual attention

(2008) M.W. Spratling   VISION RESEARCH