SynthesisScientific reports2018
Evidence for the beneficial effect of perceptual grouping on visual working memory: an empirical study on illusory contour and a meta-analytic study.
Synthesis in Scientific reports, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed.
- Change-detection training and its effects on visual processing skills.Scientific reports · 2022Trial
- Visual working memory in Parkinson's disease patients using real-world visual objects and perceptual organization.BMC psychology · 2026Article
- Visual working memory is impaired in Alzheimer's disease: evidence from real-world objects and perceptual organization.Experimental brain research · 2026Article
- Decoding the perceived value of Wushu short videos and its influencing factors: an interpretable machine learning analysis based on TikTok videos.Frontiers in sports and active living · 2026Article
- A Multimodal Framework for Understanding Perceptual Segmentation of Natural Scenes In Autism.bioRxiv : the preprint server for biology · 2025Article
- Holding the product of visual working memory integration: The role of attention.Psychonomic bulletin & review · 2025Article
- Ordered spatial configuration protects representations of dissimilar items and reduces the similarity effect in visual working memory.Psychological research · 2024Article
- Evidence for the Beneficial Effect of Reward on Working Memory: A Meta-Analytic Study.Journal of Intelligence · 2024Article
- Encoding specificity instead of online integration of real-world spatial regularities for objects in working memory.Journal of vision · 2022Article
- Does perceptual grouping improve visuospatial working memory? Optimized processing or encoding bias.Psychological research · 2022Article
- Increasing perceptual separateness affects working memory for depth - re-allocation of attention from boundaries to the fixated center.Journal of vision · 2021Article
- Object-based grouping benefits without integrated feature representations in visual working memory.Attention, perception & psychophysics · 2021Article
- Task-dependent effects of voluntary space-based and involuntary feature-based attention on visual working memory.Psychological research · 2020Article
- Relation matters: relative depth order is stored in working memory for depth.Psychonomic bulletin & review · 2020Article
- Working memory for stereoscopic depth is limited and imprecise-evidence from a change detection task.Psychonomic bulletin & review · 2019Article
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
The capacity of visual working memory (VWM) is found to be extremely limited. Past research shows that VWM can be facilitated by Gestalt principles of grouping, however, it remains controversial whether factors like the type of Gestalt principles, the characteristics of stimuli and the nature of experimental design could affect the beneficial effect of grouping. In particular, studies have shown that perceptual grouping could improve memory performance for a feature that is relevant for grouping, but it is unclear whether the same improvement exists for a feature that is irrelevant for grouping. In this article, an empirical study and a meta-analytic study were conducted to investigate the effect of perceptual grouping on VWM. In the empirical study, we examined the grouping effect by employing a Kanizsa illusion in which memory items were grouped by illusory contour. We found that the memory performance was improved for the grouped items even though the tested feature was grouping irrelevant, and the improvement was not significantly different from the effect of grouping by physical connectedness or by solid occlusion. In the meta-analytic study, we systematically and quantitatively examined the effect of perceptual grouping on VWM by pulling the results from all eligible studies, and found that the beneficial grouping effect was robust but the magnitude of the effect can be affected by several moderators. Factors like the types of grouping methods, the duration and the layout of the memory display, and the characteristics of the tested feature moderated the grouping effect, whereas whether employing a cue or a verbal suppression task did not. Our study suggests that the underlying mechanism of the grouping benefit may be distinct with regard to grouping relevancy of the to-be-stored feature. The grouping effect on VWM may be independent of attention for a grouping relevant feature, but may rely on attentional prioritization for a grouping irrelevant feature.
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Registered trials
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.