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Microsaccades and synchrony coding in the retina (Masquelier et al. 2016)
 
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Model Information
Model File
Accession:
188423
We show that microsaccades (MS) enable efficient synchrony-based coding among the primate retinal ganglion cells (RGC). We find that each MS causes certain RGCs to fire synchronously, namely those whose receptive fields contain contrast edges after the MS. The emitted synchronous spike volley thus rapidly transmits the most salient edges of the stimulus. We demonstrate that the readout could be done rapidly by simple coincidence-detector neurons, and that the required connectivity could emerge spontaneously with spike timing-dependent plasticity.
Reference:
1 .
Masquelier T, Portelli G, Kornprobst P (2016) Microsaccades enable efficient synchrony-based coding in the retina: a simulation study.
Sci Rep
6
:24086
[
PubMed
]
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Model Information
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Model Type:
Connectionist Network;
Brain Region(s)/Organism:
Cell Type(s):
Retina ganglion GLU cell;
Channel(s):
Gap Junctions:
Receptor(s):
Gene(s):
Transmitter(s):
Simulation Environment:
C or C++ program;
MATLAB;
Model Concept(s):
Pattern Recognition;
Coincidence Detection;
Synchronization;
Spatio-temporal Activity Patterns;
STDP;
Information transfer;
Sensory processing;
Sensory coding;
Implementer(s):
Masquelier, Tim [timothee.masquelier at alum.mit.edu];
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for information about:
Retina ganglion GLU cell
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MasquelierEtAl2016
src
batch_vr.py
convergence.m
createNewNeuron.m
DoG.m
*
Other models using DoG.m:
Relative spike time coding and STDP-based orientation selectivity in V1 (Masquelier 2012)
engbert_brownian.m
formatSL.m
generateNameFiles.m
generateSaccadicFrames.m
human.parvo.xml
param.c
plots.m
pspKernel.c
*
Other models using pspKernel.c:
Relative spike time coding and STDP-based orientation selectivity in V1 (Masquelier 2012)
STDP.m
STDPContinuous.c
STDPparam.m
timedLog.m
*
Other models using timedLog.m:
Optimal Localist and Distributed Coding Through STDP (Masquelier & Kheradpisheh 2018)
Optimal spatiotemporal spike pattern detection by STDP (Masquelier 2017)
Relative spike time coding and STDP-based orientation selectivity in V1 (Masquelier 2012)
STDP allows fast rate-modulated coding with Poisson-like spike trains (Gilson et al. 2011)
timedLogLn.m
*
Other models using timedLogLn.m:
Optimal Localist and Distributed Coding Through STDP (Masquelier & Kheradpisheh 2018)
Optimal spatiotemporal spike pattern detection by STDP (Masquelier 2017)
Relative spike time coding and STDP-based orientation selectivity in V1 (Masquelier 2012)
STDP allows fast rate-modulated coding with Poisson-like spike trains (Gilson et al. 2011)
function timedLogLn(str) disp(' '); timedLog(str);