Laurent Perrinet
Laurent Perrinet
Home
Latest
Events
Projects
People
Publications
Talks
Grants
BlogBook
Contact
Mesocentre
Modelling Complex-cells and topological structure in the visual cortex of mammals using Sparse Predictive Coding
Cells in the primary visual cortex of mammals (V1) have historically been divided into two classes: simple and complex. Simple cells …
Angelo Franciosini
,
Victor Boutin
,
Laurent U Perrinet
Cite
URL
Modelling Complex-cells and topological structure in the visual cortex of mammals using Sparse Predictive Coding
Cells in the primary visual cortex of mammals (V1) have historically been divided into two classes: simple and complex. Simple cells …
Angelo Franciosini
,
Victor Boutin
,
Laurent U Perrinet
Cite
URL
Effect of top-down connections in Hierarchical Sparse Coding
Hierarchical Sparse Coding (HSC) is a powerful model to efficiently represent multi-dimensional, structured data such as images. The …
Victor Boutin
,
Angelo Franciosini
,
Franck Ruffier
,
Laurent U Perrinet
PDF
Cite
DOI
URL
arXiv
Sparse Deep Predictive Coding captures contour integration capabilities of the early visual system
Both neurophysiological and psychophysical experiments have pointed out the crucial role of recurrent and feedback connections to …
Victor Boutin
,
Angelo Franciosini
,
Frédéric Chavane
,
Franck Ruffier
,
Laurent U Perrinet
Cite
URL
arXiv
A hierarchical, multi-layer convolutional sparse coding algorithm based on predictive coding
Sparse coding holds the idea that signals can be concisely described as a linear mixture of few components (called atoms) picked from a …
Angelo Franciosini
,
Victor Boutin
,
Laurent U Perrinet
PDF
Cite
URL
Modelling Complex Cells of Early Visual Cortex using Predictive Coding
see a follow-up in:
Victor Boutin
,
Angelo Franciosini
,
Frédéric Chavane
,
Franck Ruffier
,
Laurent U Perrinet
(2021).
Sparse Deep Predictive Coding captures contour integration capabilities of the early visual system
.
PLoS Computational Biology
.
PDF
Cite
DOI
Code
URL
arXiv
Angelo Franciosini
,
Victor Boutin
,
Laurent U Perrinet
PDF
Cite
URL
Sparse Deep Predictive Coding to model visual object recognition
see a follow-up in:
Victor Boutin
,
Angelo Franciosini
,
Frédéric Chavane
,
Franck Ruffier
,
Laurent U Perrinet
(2021).
Sparse Deep Predictive Coding captures contour integration capabilities of the early visual system
.
PLoS Computational Biology
.
PDF
Cite
DOI
Code
URL
arXiv
Victor Boutin
,
Angelo Franciosini
,
Frédéric Chavane
,
Franck Ruffier
,
Laurent U Perrinet
PDF
Cite
URL
Top-down connection in Hierarchical Sparse Coding
The brain has to solve inverse problems to correctly interpret sensory data and infer the set of causes that generated the sensory …
Victor Boutin
,
Angelo Franciosini
,
Franck Ruffier
,
Laurent U Perrinet
Cite
Cite
×