Evidence map›Paper›PMID 41554646›Full record

ArticleThe Journal of neuroscience : the official journal of the Society for Neuroscience2026

Spatial Frequency Tuning Follows Scale Invariance in the Human Visual Cortex.

Emily Wiecek, Luis D Ramirez, Michaela Klimova, Sam Ling

Abstract read
In one paragraph

Article in The Journal of neuroscience : the official journal of the Society for Neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. The Population Spatial Frequency Toolbox.Journal of open research software · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Emily WiecekBoston Children's Hospital, Boston, Massachusetts 02115 Emily.wiecek@childrens.harvard.edu.ORCID 0000-0002-9196-9487
Luis D RamirezBoston University, Boston, Massachusetts 02115.ORCID 0000-0003-4105-0496
Michaela KlimovaBoston University, Boston, Massachusetts 02115.
Sam LingBoston University, Boston, Massachusetts 02115.

Funding

How Does Normalization Regulate Visual Competition?R01EY028163 · NEI · BOSTON UNIVERSITY (CHARLES RIVER CAMPUS) · PI SAM LING · 2017 to 2026
$3.7M
Spatial Frequency Dependent Deficits in Anisometropic AmblyopiaK23EY034212 · NEI · BOSTON CHILDREN'S HOSPITAL · PI Emily Wiecek · 2022 to 2026
$570k
What Mechanisms Underlie Top-Down Modulation of Human Visual Cortex?K00EY036804 · NEI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Luis Daniel Ramirez · 2024 to 2026
$255k
What Mechanisms Underlie Top-Down Modulation of Human Visual Cortex?F99NS124144 · NINDS · BOSTON UNIVERSITY (CHARLES RIVER CAMPUS) · PI RAMIREZ, LUIS DANIEL · 2021 to 2022
$95k
NEI NIH HHS K00 EY036804NEI NIH HHS K23 EY034212NEI NIH HHS R01 EY028163NINDS NIH HHS F99 NS124144
6 · The paper itself

Abstract

Our visual system can recognize patterns across many spatial scales. A fundamental assumption in visual neuroscience is that this ability relies on the putative scale-invariant properties of receptive fields (RFs) in early vision, whereby the spatial area over which a visual neuron responds is proportional to the spatial scale of information it can encode (i.e., spatial frequency, SF). In other words, the resolution of spatial sampling of a RF is assumed to be constant in the visual cortex. However, this assumption has gone untested in the human visual cortex. To address this, we leveraged model-based fMRI techniques that characterize the spatial tuning and SF preferences of cortical subpopulations sampled within a voxel across eight participants (five females, three males). We find that the voxel-wise ratio between peak SF tuning and RF size-expressed as "cycles per RF"-remains constant across visual areas V1, V2, and V3, suggesting that, at the population level, SF preferences are inversely proportional to the RF size, a tenet of scale invariance in early human vision.

Indexed as

Space PerceptionVisual CortexAdultBrain MappingFemaleHumansMagnetic Resonance ImagingMalePhotic StimulationVisual FieldsYoung Adultneuroimagingreceptive fieldsspatial visionvisual cortex

Identifiers

PMID41554646
PMCPMC12853248

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.