Add to ORKGInternational audienceThis paper focuses on feedforward spiking neuron models of the visual cortex. Essentially, we show that a combination of a temporal coding scheme where the most strongly activated neurons fire first with Spike Timing-Dependent Plasticity leads to a situation where neurons will gradually become selective to visual patterns that are both salient, and consistently present in the inputs. At the same time, their responses become more and more rapid. These responses can then be used very effectively to perform object recognition in natural images. We firmly believe that such mechanisms are a key to understanding the remarkable efficiency of the primate visual system, and that similar mechanisms could and should be implemente...
Decades of research have shed light on some of the computational elements that enable the extraordin...
Mounting evidence suggests that ‘core object recognition,’ the ability to rapidly recognize objects ...
Abstract — Primates perform remarkably well in cognitive tasks such as pattern recognition. Motivate...
Abstract- This paper focuses on feedforward spiking neuron models of the visual cortex. Essentially,...
AbstractNumerous theories of neural processing, often motivated by experimental observations, have e...
International audienceSpike timing dependent plasticity (STDP) is a learning rule that modifies syna...
Numerous theories of neural processing, often motivated by experimental observations, have explored ...
In this review, we describe our recent attempts to model the neural correlates of visual perception ...
In this review, we describe our recent attempts to model the neural correlates of visual perception ...
Deep neural networks have surpassed human performance in key visual challenges such as object recogn...
This thesis aims to understand the learning mechanisms which underpin the process of visual object r...
The firing of inferior temporal cortex neurons is tuned to objects and faces, and in a complex scene...
The firing of inferior temporal cortex neurons is tuned to objects and faces, and in a complex scene...
Abstract. Over the past 15 years, we have developed software image processing systems that attempt t...
We review here our recent attempts to model the neural correlates of visual perception with biologic...
Decades of research have shed light on some of the computational elements that enable the extraordin...
Mounting evidence suggests that ‘core object recognition,’ the ability to rapidly recognize objects ...
Abstract — Primates perform remarkably well in cognitive tasks such as pattern recognition. Motivate...
Abstract- This paper focuses on feedforward spiking neuron models of the visual cortex. Essentially,...
AbstractNumerous theories of neural processing, often motivated by experimental observations, have e...
International audienceSpike timing dependent plasticity (STDP) is a learning rule that modifies syna...
Numerous theories of neural processing, often motivated by experimental observations, have explored ...
In this review, we describe our recent attempts to model the neural correlates of visual perception ...
In this review, we describe our recent attempts to model the neural correlates of visual perception ...
Deep neural networks have surpassed human performance in key visual challenges such as object recogn...
This thesis aims to understand the learning mechanisms which underpin the process of visual object r...
The firing of inferior temporal cortex neurons is tuned to objects and faces, and in a complex scene...
The firing of inferior temporal cortex neurons is tuned to objects and faces, and in a complex scene...
Abstract. Over the past 15 years, we have developed software image processing systems that attempt t...
We review here our recent attempts to model the neural correlates of visual perception with biologic...
Decades of research have shed light on some of the computational elements that enable the extraordin...
Mounting evidence suggests that ‘core object recognition,’ the ability to rapidly recognize objects ...
Abstract — Primates perform remarkably well in cognitive tasks such as pattern recognition. Motivate...