Evidence map›Paper›PMID 42487085›Full record

ArticleAttention, perception & psychophysics2026

Can the visual system explicitly represent distributions of emotional expressions?

Dmitry Koch, Vladislav Khvostov

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Article in Attention, perception & psychophysics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Dmitry KochCognitive Research Lab, Psychology Department, Higher School of Economics University, Armyansky Per., 4, Building 2, Office 419, Moscow, Russia. kochdcs@gmail.com.
Vladislav KhvostovVision & Cognitive Neuroscience Lab, Department of Psychology, The Ohio State University, Columbus, Ohio, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The visual system can quickly extract statistical properties of multiple objects (ensembles). Observers can explicitly access and report the distribution of low-level features, such as color. Here, we investigate whether explicit access extends to the distributions of high-level features (e.g., emotional expressions of a group of faces). In Experiment 1, we presented observers with ensembles that had a Gaussian, uniform, or bimodal distribution of emotional expressions (or colors as a low-level baseline condition). The task was to report the frequency of a randomly chosen feature value. Observers' responses closely followed the underlying distribution for colors but were much noisier for the emotional expressions. Observers could distinguish all the three color distributions, while they could discern only the most contrasting distributions of emotional expressions (Gaussian and bimodal). Additionally, modeling showed that observers' performance in both conditions was based on the integration of global information rather than the subsampling of a few objects. Experiment 2 showed that disrupting holistic face processing via face inversion manipulation does not change the observer's performance for ensembles of emotional expressions. This suggests that holistic processing does not substantially contribute to forming distributional representations of emotional expressions. Instead, the visual system relies on low-level and mid-level correlates (e.g., mouth curvature, brows' tilt) to build a distributional representation of multiple facial expressions. Our findings help to explain how people can quickly obtain emotional information from many faces in a crowd and have a rich perceptual experience despite severe capacity limitations of visual attention and working memory. OPEN PRACTICES STATEMENT: The trial-level data, stimuli, stimuli presentation code and analysis code from all experiments reported in this article can be accessed online ( https://osf.io/cfuy3/ ). The studies were not preregistered.

Indexed as

AttentionColor PerceptionEmotionsFacial ExpressionFacial RecognitionPattern Recognition, VisualDiscrimination, PsychologicalFemaleHumansMaleYoung AdultEnsemble perceptionFace perceptionFeature distribution

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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.