ArticleCognitive, affective & behavioral neuroscience2021
Differential neurodynamics and connectivity in the dorsal and ventral visual pathways during perception of emotional crowds and individuals: a MEG study.
Article in Cognitive, affective & behavioral neuroscience, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Temporal Dynamics of Ensemble Face Representations Under Magnocellular- and Parvocellular-Biased Visual Inputs: A Time-Resolved EEG Decoding Study.Brain sciences · 2026Article
- The Ensemble Perception of Crowd Facial Expressions: Emotional Valence Effect and Temporal Dynamics-An ERP Study.Psychophysiology · 2026Article
- Neural and computational mechanisms underlying one-shot perceptual learning in humans.Nature communications · 2026Article
- Modulatory role of the right ventrolateral prefrontal cortex in crowd emotional perception following social exclusion.Social cognitive and affective neuroscience · 2025Article
- Time Course of Orientation Ensemble Representation in the Human Brain.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Revealing the mechanisms of semantic satiation with deep learning models.Communications biology · 2024Article
- The Impact of Spatial Frequency on the Perception of Crowd Emotion: An fMRI Study.Brain sciences · 2023Article
- The effect of masks on the emotion perception of a facial crowd.Scientific reports · 2023Article
- Article
- Editorial: Magnetoencephalography for social science.Frontiers in systems neuroscience · 2022Article
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Authors and funding
4 authors.
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Abstract
Reading the prevailing emotion of groups of people ("crowd emotion") is critical to understanding their overall intention and disposition. It alerts us to potential dangers, such as angry mobs or panicked crowds, giving us time to escape. A critical aspect of processing crowd emotion is that it must occur rapidly, because delays often are costly. Although knowing the timing of neural events is crucial for understanding how the brain guides behaviors using coherent signals from a glimpse of multiple faces, this information is currently lacking in the literature on face ensemble coding. Therefore, we used magnetoencephalography to examine the neurodynamics in the dorsal and ventral visual streams and the periamygdaloid cortex to compare perception of groups of faces versus individual faces. Forty-six participants compared two groups of four faces or two individual faces with varying emotional expressions and chose which group or individual they would avoid. We found that the dorsal stream was activated as early as 68 msec after the onset of stimuli containing groups of faces. In contrast, the ventral stream was activated later and predominantly for individual face stimuli. The latencies of the dorsal stream activation peaks correlated with participants' response times for facial crowds. We also found enhanced connectivity earlier between the periamygdaloid cortex and the dorsal stream regions for crowd emotion perception. Our findings suggest that ensemble coding of facial crowds proceeds rapidly and in parallel by engaging the dorsal stream to mediate adaptive social behaviors, via a distinct route from single face perception.
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