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Retinal origin of orientation maps in visual cortex

Se-Bum Paik; Dario L Ringach · Nature Neuroscience · 2011 · Computational model with comparative visual-cortex observations

Original publication · Original publication · Original publication · Original publication

Recorded summary

Paik and Ringach propose that interference between regularly spaced ON- and OFF-centre retinal ganglion-cell mosaics helps form orientation maps in visual cortex. Their model predicts hexagonal organisation of orientation-domain centres, with supporting patterns reported in four mammalian species.

Recorded limitations

This is a proposed developmental mechanism with supporting observations. It does not establish that all visual cortex follows this model, that humans prefer hexagons, or that retinal geometry stabilises quantum information.

Evidence and provenance

Chapter Trust Factor uses a minimum of three distinct qualifying studies. Publication records retain their own evidence and assessment.

Study design and assessment
design
Computational model with comparative visual-cortex observations
assessment
category
peer-reviewed
peer Reviewed
true
basis
Computational model with comparative visual-cortex observations. This is not a clinical efficacy trial.
sources

https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

reviewed At
2026-10-26
trust Factor
score
1
scope
Paper
status
assessed
randomized Controlled Trial
Not recorded
blinding
not-confirmed
peer Reviewed
true
basis
Computational model with comparative visual-cortex observations. This is not a clinical efficacy trial.
sources

https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

review Scope
Existing publication-specific assessments and bibliographic indexing; no blanket full-text appraisal.
assessed At
2026-10-27
jadad
status
not-applicable
score
Not recorded
reason
Not a human randomised clinical trial.
evidence
evidence Type
Computational model with comparative visual-cortex observations
evidence Class
computational_model_and_observation
measurement
Moiré interference between two spatial mosaics.
relationship Note
Test whether similar interference mathematics generates useful candidate patterns in the Atlas, then evaluate each physical system separately.
clinical Evidence
false
review Depth
Publisher or author abstract and bibliographic metadata; selected explanatory sections where available.
hypothesis Boundary
Connections to M9 P24, Alpha, Beta, Gamma and Epsilon remain research hypotheses. Shared geometry does not establish a shared physical mechanism.
Topics and recorded topic scores
  1. key
    vision:vision-geometry
    title
    Retinal mosaics, cortical maps and visual space
    collection
    vision
    trust Score
    1
Citation snapshot and identifiers
id
vision-retinal-orientation-2011
doi
10.1038/nn.2824
pmid
21623365
citation Snapshot
count
151
source
Crossref
retrieved At
2026-10-26
citations By Collection
vision
151
Complete approved library record
id
vision-retinal-orientation-2011
publication Key
doi:10.1038/nn.2824
aliases
None recorded
title
Retinal origin of orientation maps in visual cortex
journal
Nature Neuroscience
publisher Family
nature
publisher Family Label
Nature Portfolio
neurotransmitters
None recorded
year
2011
authors
Se-Bum Paik; Dario L Ringach
design
Computational model with comparative visual-cortex observations
kind
Journal article
identity Conflict
Not recorded
doi
10.1038/nn.2824
pmid
21623365
urls

https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

collections

vision

categories

Vision geometry · Brain & nervous system

targets
None recorded
priority
1
quotes
None recorded
summary
Paik and Ringach propose that interference between regularly spaced ON- and OFF-centre retinal ganglion-cell mosaics helps form orientation maps in visual cortex. Their model predicts hexagonal organisation of orientation-domain centres, with supporting patterns reported in four mammalian species.
limitation
This is a proposed developmental mechanism with supporting observations. It does not establish that all visual cortex follows this model, that humans prefer hexagons, or that retinal geometry stabilises quantum information.
citation Count
151
citation Snapshot
count
151
source
Crossref
retrieved At
2026-10-26
study Design Assessment
category
peer-reviewed
peer Reviewed
true
basis
Computational model with comparative visual-cortex observations. This is not a clinical efficacy trial.
sources

https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

reviewed At
2026-10-26
paper Trust Assessment
score
1
scope
Paper
status
assessed
randomized Controlled Trial
Not recorded
blinding
not-confirmed
peer Reviewed
true
basis
Computational model with comparative visual-cortex observations. This is not a clinical efficacy trial.
sources

https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

review Scope
Existing publication-specific assessments and bibliographic indexing; no blanket full-text appraisal.
assessed At
2026-10-27
citations By Collection
vision
151
topics
  1. key
    vision:vision-geometry
    title
    Retinal mosaics, cortical maps and visual space
    collection
    vision
    trust Score
    1
journal Key
natureneuroscience
journal Label
Nature Neuroscience
chapter Entries
  1. id
    vision-vision-geometry-vision-retinal-orientation-2011
    title
    Retinal origin of orientation maps in visual cortex
    doi
    10.1038/nn.2824
    pmid
    21623365
    journal
    Nature Neuroscience
    year
    2011
    published
    2011-05-29
    authors
    Se-Bum Paik; Dario L Ringach
    urls

    https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

    collections

    vision

    categories

    Vision geometry · Brain & nervous system

    targets
    None recorded
    origin
    geometry-literature-20261026
    priority
    1
    kind
    Journal article
    design
    Computational model with comparative visual-cortex observations
    summary
    Paik and Ringach propose that interference between regularly spaced ON- and OFF-centre retinal ganglion-cell mosaics helps form orientation maps in visual cortex. Their model predicts hexagonal organisation of orientation-domain centres, with supporting patterns reported in four mammalian species.
    finding
    Paik and Ringach propose that interference between regularly spaced ON- and OFF-centre retinal ganglion-cell mosaics helps form orientation maps in visual cortex. Their model predicts hexagonal organisation of orientation-domain centres, with supporting patterns reported in four mammalian species.
    limitation
    This is a proposed developmental mechanism with supporting observations. It does not establish that all visual cortex follows this model, that humans prefer hexagons, or that retinal geometry stabilises quantum information.
    citation Count
    151
    citation Snapshot
    count
    151
    source
    Crossref
    retrieved At
    2026-10-26
    study Design Assessment
    category
    peer-reviewed
    peer Reviewed
    true
    basis
    Computational model with comparative visual-cortex observations. This is not a clinical efficacy trial.
    sources

    https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

    reviewed At
    2026-10-26
    evidence
    evidence Type
    Computational model with comparative visual-cortex observations
    evidence Class
    computational_model_and_observation
    measurement
    Moiré interference between two spatial mosaics.
    relationship Note
    Test whether similar interference mathematics generates useful candidate patterns in the Atlas, then evaluate each physical system separately.
    clinical Evidence
    false
    review Depth
    Publisher or author abstract and bibliographic metadata; selected explanatory sections where available.
    hypothesis Boundary
    Connections to M9 P24, Alpha, Beta, Gamma and Epsilon remain research hypotheses. Shared geometry does not establish a shared physical mechanism.
    jadad
    status
    not-applicable
    score
    Not recorded
    reason
    Not a human randomised clinical trial.
    quotes
    None recorded
    archive Entries
    None recorded
    verified At
    2026-10-26
    source Provenance
    origin
    Vision Atlas citations
    notion Page
    Not recorded
    reviewed At
    2026-10-26
    publisher Family
    nature
    publisher Family Label
    Nature Portfolio
    record Id
    vision-retinal-orientation-2011
    source Pages
    None recorded
    paper Trust Assessment
    score
    1
    scope
    Paper
    status
    assessed
    randomized Controlled Trial
    Not recorded
    blinding
    not-confirmed
    peer Reviewed
    true
    basis
    Computational model with comparative visual-cortex observations. This is not a clinical efficacy trial.
    sources

    https://pubmed.ncbi.nlm.nih.gov/21623365/ · https://www.nature.com/articles/nn.2824 · https://doi.org/10.1038/nn.2824 · https://pmc.ncbi.nlm.nih.gov/articles/PMC3196663/

    review Scope
    Existing publication-specific assessments and bibliographic indexing; no blanket full-text appraisal.
    assessed At
    2026-10-27
    publication Key
    doi:10.1038/nn.2824
    collection
    vision
    chapter Number
    6
    topic Id
    vision-geometry
    topic Title
    Retinal mosaics, cortical maps and visual space
    trust Score
    1
evidence
evidence Type
Computational model with comparative visual-cortex observations
evidence Class
computational_model_and_observation
measurement
Moiré interference between two spatial mosaics.
relationship Note
Test whether similar interference mathematics generates useful candidate patterns in the Atlas, then evaluate each physical system separately.
clinical Evidence
false
review Depth
Publisher or author abstract and bibliographic metadata; selected explanatory sections where available.
hypothesis Boundary
Connections to M9 P24, Alpha, Beta, Gamma and Epsilon remain research hypotheses. Shared geometry does not establish a shared physical mechanism.
jadad
status
not-applicable
score
Not recorded
reason
Not a human randomised clinical trial.
condition Evidence
None recorded
conditions
None recorded
topic Trust Scores

1

full Text
status
curated-record
retrieval Available
false
url
https://www.nature.com/articles/nn.2824
checked At
2026-10-26
indexed Content
Verified metadata and original research summary are indexed. Full article text is not indexed in this update.

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