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Gao Z, Shen M. Unraveling the binding problem in working memory: insights from the hierarchical binding model. Cogn Process 2024; 25:97-104. [PMID: 39123055 DOI: 10.1007/s10339-024-01210-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/30/2024] [Indexed: 08/12/2024]
Abstract
The binding problem is a crucial issue in the study of working memory (WM) and remains a central topic of debate among various WM models. Over the past decade, we have explored feature binding within WM, guided by the Hierarchical Binding Model (HBM). This model suggests that WM binding occurs in two stages: an initial implicit binding involving rapid, coarse feature processing, followed by explicit binding where focused attention refines these features via a reentry process. We found that implicit binding is closely related to the attentional processing of features during the perceptual stage. Basic features that can be rapidly and coarsely processed in parallel through spread attention are involuntarily extracted into WM along with the target features, forming a rough bound representation. For explicit binding, we examined the role of attention in retaining explicit binding in WM, emphasizing the unique role of reentry in the HBM. Our findings indicate that WM binding requires additional object attention through the reentry process. These results demonstrate that both implicit and explicit bindings are integral to WM and that the HBM is effective in elucidating the binding mechanisms within WM.
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Affiliation(s)
- Zaifeng Gao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, 310058, People's Republic of China.
| | - Mowei Shen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, 310058, People's Republic of China
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2
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Chen W, Ye S, Ding X, Shen M, Gao Z. Selectively maintaining an object's feature in visual working memory: A comparison between highly discriminable and fine-grained features. Mem Cognit 2024:10.3758/s13421-024-01612-w. [PMID: 39048836 DOI: 10.3758/s13421-024-01612-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/03/2024] [Indexed: 07/27/2024]
Abstract
Selectively maintaining information is an essential function of visual working memory (VWM). Recent VWM studies have mainly focused on selective maintenance of objects, leaving the mechanisms of selectively maintaining an object's feature in VWM unknown. Based on the interactive model of perception and VWM, we hypothesized that there are distinct selective maintenance mechanisms for objects containing fine-grained features versus objects containing highly discriminable features. To test this hypothesis, we first required participants to memorize a dual-feature object (colored simple shapes vs. colored polygons), and informed them about the target feature via a retro-cue. Then a visual search task was added to examine the fate of the irrelevant feature. The selective maintenance of an object's feature predicted that the irrelevant feature should be removed from the active state of VWM and should not capture attention when presented as a distractor in the visual search task. We found that irrelevant simple shapes impaired performance in the visual search task (Experiment 1). However, irrelevant polygons did not affect visual search performance (Experiment 2), and this could not be explained by decay of polygons (Experiment 3) or by polygons not capturing attention (Experiment 4). These findings suggest that VWM adopts dissociable mechanisms to selectively maintain an object's feature, depending on the feature's perceptual characteristics.
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Affiliation(s)
- Wei Chen
- Department of Psychology, Sun Yat-sen University, Guangzhou, China
| | - Shujuan Ye
- Department of Psychology, Sun Yat-sen University, Guangzhou, China
| | - Xiaowei Ding
- Department of Psychology, Sun Yat-sen University, Guangzhou, China.
| | - Mowei Shen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Zhejiang, China.
| | - Zaifeng Gao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Zhejiang, China.
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3
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Kirmsse A, Zimmer HD, Ecker UKH. Task Demands Differentially Affect Processing of Intrinsic and Extrinsic Object Features in Working Memory. Exp Psychol 2022; 69:320-334. [PMID: 36809157 DOI: 10.1027/1618-3169/a000572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2023]
Abstract
Some argue that visual working memory operates on integrated object representations. Here, we contend that obligatory feature integration occurs with intrinsic but not extrinsic object features. Working memory for shapes and colors was assessed using a change-detection task with a central test probe, while recording event-related potentials (ERPs). Color was either an intrinsic surface feature of a shape or connected to the shape via a proximal but spatially disjunct extrinsic frame. There were two types of test: The direct test required memory for shape and color; the indirect test required only shape memory. Study-test changes of color were therefore either task-relevant or task-irrelevant. We assessed performance costs and event-related potential (ERP) effects arising from color changes. In the direct test, performance was poorer for extrinsic than intrinsic stimuli; task-relevant color changes elicited enhanced frontal negativity (N2, FN400) for both intrinsic and extrinsic stimuli. In the indirect test, performance costs and ERP effects associated with irrelevant color change were larger for intrinsic than extrinsic stimuli. This suggests intrinsic information is more readily integrated into the working-memory representation and evaluated against the test probe. Findings imply that feature integration is not obligatory under all conditions but influenced by stimulus-driven and task-related focus of attention.
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Affiliation(s)
- Alexander Kirmsse
- Department of Psychology, Brain and Cognition Unit, Saarland University
| | - Hubert D Zimmer
- Department of Psychology, Brain and Cognition Unit, Saarland University
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4
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Object-based visual working memory: an object benefit for equidistant memory items presented within simple contours. PSYCHOLOGICAL RESEARCH 2022; 87:1569-1589. [DOI: 10.1007/s00426-022-01757-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 10/19/2022] [Indexed: 11/25/2022]
Abstract
AbstractPrevious research has shown that more information can be stored in visual working memory (VWM) when multiple items belong to the same object. Here, in four experiments, we investigated the object effect on memory for spatially equidistant features by manipulating simple, task-irrelevant contours that combined these features. In Experiments 1, 3, and, 4, three grating orientations, and in Experiment 2, one color and two orientations, were presented simultaneously to be memorized. Mixture modeling was applied to estimate both the precision and the guess rates of recall errors. Overall results showed that two target features were remembered more accurately when both were part of the same object. Further analysis showed that the probability of recall increased in particular when both features were extracted from the same object. In Experiment 2, we found that the object effect was greater for features from orthogonal dimensions, but this came at the cost of lower memory precision. In Experiment 3, when we kept the locations of the features perfectly consistent over trials so that the participants could attend to these locations rather than the contour, we still found object benefits. Finally, in Experiment 4 when we manipulated the temporal order of the object and the memory features presentations, it was confirmed that the object benefit is unlikely to stem from the strategical usage of object information. These results suggested that the object benefit arises automatically, likely at an early perceptual level.
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5
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Zhao C, Li X, Failing M, Wang B. Automatically binding relevant and irrelevant features in visual working memory. Q J Exp Psychol (Hove) 2021; 75:1552-1560. [PMID: 34609227 DOI: 10.1177/17470218211053992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
It is generally assumed that, to save storage space, features are stored as integrated objects in visual working memory (VWM). Although such an object-based account does not always hold because features can be processed in parallel, a previous study has shown that different features can be automatically bound with their locations (task-irrelevant feature) into an integrated unit, resulting in improved memory performance. The present study was designed to further explore this phenomenon by investigating whether other features, which are not spatial in origin, can act as the binding cue to form such automatic binding. To test this, we used three different features as binding cues (i.e., colour, spatial frequency, and shape) over multiple separate experiments. The results consistently showed that when two features shared the same binding cue, memory performance was better relative to when each of those features had their own binding cue. We conclude that any task-irrelevant feature can act as a binding cue to automatically bind with task-relevant features even across different objects, resulting in memory enhancement.
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Affiliation(s)
- Chenxiao Zhao
- Department of Psychology, Zhejiang Normal University, Jinhua, China
| | - Xinyu Li
- Department of Psychology, Zhejiang Normal University, Jinhua, China
| | - Michel Failing
- Charité-Universitätsmedizin Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany
| | - Benchi Wang
- Key Laboratory of Brain, Cognition and Education Sciences (South China Normal University), Ministry of Education, Guangzhou, China.,Institute for Brain Research and Rehabilitation, South China Normal University, Guangzhou, China.,Center for Studies of Psychological Application, South China Normal University, Guangzhou, China.,Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, China
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6
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Gu Q, Dai A, Ye T, Huang B, Lu X, Shen M, Gao Z. Object-based encoding in visual working memory: A critical revisit. Q J Exp Psychol (Hove) 2021; 75:1397-1410. [PMID: 34609217 DOI: 10.1177/17470218211052502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Visual working memory (VWM) is responsible for the temporal retention and manipulation of visual information. It has been suggested that VWM employs an object-based encoding (OBE) manner to extract highly discriminable information from visual perception: Whenever one feature dimension of the objects is selected for entry into VWM, the other task-irrelevant highly discriminable dimension is also extracted into VWM involuntarily. However, the task-irrelevant feature in OBE studies might reflect a high capacity fragile VWM (FVWM) trace that stores maskable sensory representations. To directly compare the VWM storage hypothesis and the FVWM storage hypothesis, we used a unique characteristic of FVWM that the representations in FVWM could be erased by backward masks presented at the original locations of the memory array. We required participants to memorise the orientations of three coloured bars while ignoring their colours, and presented backward masks during the VWM maintenance interval. In four experiments, we consistently observed that the OBE occurs regardless of the presentation of the backward masks, except when even the task-relevant features in VWM were significantly interrupted by immediate backward masks, suggesting that the task-irrelevant features of objects are stored in VWM rather than in FVWM.
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Affiliation(s)
- Quan Gu
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Alessandro Dai
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Tian Ye
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Bo Huang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Xiqian Lu
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Mowei Shen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Zaifeng Gao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
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7
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Does the presence of more features in a bound representation in working memory require extra object-based attention? Mem Cognit 2021; 49:1583-1599. [PMID: 34046872 DOI: 10.3758/s13421-021-01183-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/21/2021] [Indexed: 11/08/2022]
Abstract
Recent studies have examined the role of attention in retaining bound representations in working memory (WM) and found that object-based attention plays a pivotal role. However, no study has investigated whether maintaining bound representations with more features in WM requires extra object-based attention. We investigated this by examining whether a secondary task consuming object-based attention was more disruptive to the maintenance of bindings in WM when more features were stored per object. We instructed participants to memorize three bound representations in a WM task while manipulating the number of features (two vs. three features) contained in each representation. Moreover, we manipulated whether a secondary task consuming object-based attention was interpolated into the maintenance phase of WM. If extra object-based attention was required after the addition of an extra feature in the bound representation, the secondary task would result in a greater disruption of the three- rather than two-featured binding. In two experiments, we found that the added secondary task significantly impaired the binding performance, but the performance of the two- and three-featured bindings was disrupted to the same extent. These results suggest that the presence of more features in a bound representation in WM does not require extra object-based attention.
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8
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Shen M, Chen J, Yang X, Dong H, Chen H, Zhou J. The storage mechanism of dynamic relations in visual working memory. Cognition 2021; 209:104571. [PMID: 33461109 DOI: 10.1016/j.cognition.2020.104571] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2020] [Revised: 11/08/2020] [Accepted: 12/22/2020] [Indexed: 11/27/2022]
Abstract
The ability to briefly hold and manipulate object relations provides a foundation for interacting with our complex environment. Previous studies on working memory focused more on objects than their relations, which is disproportionate in the context of their theoretical importance. This study examined dynamic relations of objects to better understand the storage mechanism (capacity and representation) using a self-developed modified change detection paradigm, where an object moved dynamically, based on its relation to other objects. Eighty-four university students participated in four experiments (21 each), wherein they observed dynamic relations between objects presented on a display, memorized them, and reported whether the memorized relations were identical to the probatory relations. Results showed that visual working memory had an upper limitation of holding dynamic relations. When relations were independent of each other, the limitation was two; whereas in non-independent cases where different relations shared an object, memory accuracy decreased with increasing relations complexity, rather than with the number of objects or relations. Thus, dynamic relations are probably not stored as object features, nor stored independent of objects. More likely, relations and objects are represented in visual working memory as an integrated perceptual unit.
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Affiliation(s)
- Mowei Shen
- Department of Psychology and Behavioral Sciences, Xixi Campus, Zhejiang University, Hang Zhou 310028, People's Republic of China
| | - Jing Chen
- Department of Psychology and Behavioral Sciences, Xixi Campus, Zhejiang University, Hang Zhou 310028, People's Republic of China
| | - Xiaoyuan Yang
- Department of Psychology and Behavioral Sciences, Xixi Campus, Zhejiang University, Hang Zhou 310028, People's Republic of China
| | - Huyun Dong
- Department of Biostatistics, Yale University, United States
| | - Hui Chen
- Department of Psychology and Behavioral Sciences, Xixi Campus, Zhejiang University, Hang Zhou 310028, People's Republic of China.
| | - Jifan Zhou
- Department of Psychology and Behavioral Sciences, Xixi Campus, Zhejiang University, Hang Zhou 310028, People's Republic of China.
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9
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Ding Y, Naber M, Paffen C, Gayet S, Van der Stigchel S. How retaining objects containing multiple features in visual working memory regulates the priority for access to visual awareness. Conscious Cogn 2020; 87:103057. [PMID: 33307426 DOI: 10.1016/j.concog.2020.103057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Revised: 11/17/2020] [Accepted: 11/19/2020] [Indexed: 11/29/2022]
Abstract
The content of visual working memory influences the access to visual awareness. Thus far, research has focused on retention of a single feature, whereas memoranda in real life typically contain multiple features. Here, we intermixed a delayed match-to-sample task to manipulate VWM content, and a breaking Continuous Flash Suppression (b-CFS) task to measure prioritization for visual awareness. Observers memorized either the color (Exp. 1), the shape (Exp. 2) or both the features (Exp. 3) of an item and indicated the location of a suppressed target. We observed that color-matching targets broke suppression faster than color-mismatching targets both when color was memory relevant or irrelevant. Shape only impacted priority for visual awareness through an interaction with color. We conclude that: (1) VWM can regulate the priority of visual information to access visual awareness along a single feature dimension; (2) different features of a memorandum vary in their potency to impact access to visual awareness, and the more dominant feature may even suppress the effect of the less dominant feature; (3) even stimuli that match an irrelevant feature dimension of the memorandum can be prioritized for visual awareness.
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Affiliation(s)
- Yun Ding
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands.
| | - Marnix Naber
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
| | - Chris Paffen
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
| | - Surya Gayet
- Donders Institute for Brain, Cognition & Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Stefan Van der Stigchel
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands
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10
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Wan X, Zhou Y, Wu F, He K, Shen M, Gao Z. The role of attention in retaining the binding of integral features in working memory. J Vis 2020; 20:16. [PMID: 32687552 PMCID: PMC7424098 DOI: 10.1167/jov.20.7.16] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Previous studies have suggested that retaining bindings in working memory (WM) requires more object-based attention than retaining constituent features. However, we still need to address the object-based attention hypothesis to determine both the generality (Does the object-based attention hypothesis of binding apply to feature bindings other than those tested?) and the reality (Was the observed effect in previous studies an artifact of the testing process?). We addressed these two issues by focusing on the binding of integral features, which was ignored in previous studies. Integral features can be manipulated independently but cannot be attended to or processed independently of each other, and they are primarily perceived in a more unitary fashion. Consequently, integral-feature bindings should be processed as integrated units without the help of extra object-based attention. We examined whether or not the object-based attention hypothesis applied to integral-feature bindings (generality), and these results enabled us to check the reality of the hypothesis. In line with our prediction, we found that a secondary task consuming object-based attention did not selectively impair the binding performance (Experiments 1, 2, 3, 5, and 7). The absence of selective binding impairment was not attributable to the use of an invalid secondary task (Experiment 4), failure to memorize the binding between length and width (Experiment 6), tapping the incorrect type of attention (Experiment 6), the feasibility of feature categorization (Experiment 7), or poor task performance (Experiment 7). Overall, these results suggest that the object-based attention hypothesis does not fit for the integral-feature bindings, and that the pivotal role of object-based attention reported by previous studies was reliable.
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11
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Zimmer HD, Fischer B. Visual Working Memory of Chinese Characters and Expertise: The Expert's Memory Advantage Is Based on Long-Term Knowledge of Visual Word Forms. Front Psychol 2020; 11:516. [PMID: 32362852 PMCID: PMC7180225 DOI: 10.3389/fpsyg.2020.00516] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 03/04/2020] [Indexed: 11/17/2022] Open
Abstract
People unfamiliar with Chinese characters show poorer visual working memory (VWM) performance for Chinese characters than do literates in Chinese. In a series of experiments, we investigated the reasons for this expertise advantage. Experiments 1 and 2 showed that the advantage of Chinese literates does not transfer to novel material. Experts had similar resolution as novices for material outside of their field of expertise, and the memory of novices and experts did not differ when detecting a big change, e.g., when a character’s color was changed. Memorizing appears to function as a rather abstract representation of word forms because memory for characters’ fonts was poor independently of expertise (Experiment 3), though still visual. Distractors that were highly similar conceptually did not increase memory errors, but visually similar distractors impaired memory (Experiment 4). We hypothesized that literates in Chinese represent characters in VWM as tokens of visual word forms made available by long-term memory. In Experiment 5, we provided novices with visual word form knowledge. Participants subsequently performed a change detection task with trained and novel characters in a functional magnetic resonance experiment. We analyzed set size- and training-dependent effects in the intraparietal sulcus (IPS) and the visual word form area. VWM for trained characters was better than for novel characters. Neural activity increased with set size and at a slower rate for trained than for novel characters. All conditions approached the same maximum, but novel characters reached the maximum at a smaller set size than trained characters. The time course of the bold response depended on set size and knowledge status. Starting from the same initial maximum, neural activity at small set sizes returned to baseline more quickly for trained characters than for novel characters. Additionally, high performers showed generally more neural activity in the IPS than low performers. We conclude that experts’ better performance in working memory (WM) is caused by the availability of visual long-term representations (word form types) that allow a sparse representation of the perceived stimuli and make even small changes big because they cause a type change that is easily detected.
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Affiliation(s)
- Hubert D Zimmer
- Brain & Cognition Unit, Department of Psychology, Saarland University, Saarbrücken, Germany
| | - Benjamin Fischer
- International Research Training Group "Adaptive Minds", Saarland University, Saarbrücken, Germany
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12
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Cepeda-Freyre HA, Garcia-Aguilar G, Eguibar JR, Cortes C. Brain Processing of Complex Geometric Forms in a Visual Memory Task Increases P2 Amplitude. Brain Sci 2020; 10:E114. [PMID: 32093308 PMCID: PMC7071411 DOI: 10.3390/brainsci10020114] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2019] [Revised: 02/11/2020] [Accepted: 02/12/2020] [Indexed: 12/01/2022] Open
Abstract
We study the cognitive processing of visual working memory in three different conditions of memory load and configuration change. Altering this features has been shown to alter the brain's processing in memory tasks. Most studies dealing with this issue have used the verbal-phonological modality. We use complex geometric polygons to assess visual working memory in a modified change detection task. Three different types of backgrounds were used to manipulate memory loading and 18 complex geometric polygons to manipulate stimuli configuration. The goal of our study was to test whether the memory load and configuration affect the correct-recall ratios. We expected that increasing visual items loading and changing configuration of items would induce differences in working memory performance. Brain activity related to the task was assessed through event-related potentials (ERP), during the test phase of each trial. Our results showed that visual items loading and changing of item configuration affect working memory on test phase on ERP component P2, but does not affect performance. However frontal related ERP component-P3-was minimally affected by visual memory loading or configuration changing, supporting that working memory is related to a filtering processing in posterior brain regions.
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Affiliation(s)
- Héctor A. Cepeda-Freyre
- Facultad de Psicología, Benemérita Universidad Autónoma de Puebla, Puebla 72000, PUE, Mexico
| | - Gregorio Garcia-Aguilar
- Facultad de Psicología, Benemérita Universidad Autónoma de Puebla, Puebla 72000, PUE, Mexico
| | - Jose R. Eguibar
- Instituto de Fisiología, Benemérita Universidad Autónoma de Puebla, Puebla 72592, PUE, Mexico
| | - Carmen Cortes
- Instituto de Fisiología, Benemérita Universidad Autónoma de Puebla, Puebla 72592, PUE, Mexico
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13
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Gu Q, Wan X, Ma H, Lu X, Guo Y, Shen M, Gao Z. Event-based encoding of biological motion and location in visual working memory. Q J Exp Psychol (Hove) 2020; 73:1261-1277. [DOI: 10.1177/1747021820903042] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
We make use of discrete yet meaningful events to orient ourselves to the dynamic environment. Among these events, biological motion, referring to the movements of animate entities, is one of the most biologically salient. We usually encounter biological motions of multiple human beings taking place simultaneously at distinct locations. How we encode biological motions into visual working memory (VWM) to form a coherent experience of the external world and guide our social behaviour remains unclear. This study for the first time addressed the VWM encoding mechanism of biological motions and their corresponding locations. We tested an event-based encoding hypothesis for biological motion and location: When one element of an event is required to be memorised, the irrelevant element of an event will also be extracted into VWM. We presented participants with three biological motions at different locations and required them to memorise only the biological motions or their locations while ignoring the other dimension. We examined the event-based encoding by probing a distracting effect: If the event-based encoding took place, the change of irrelevant dimension in the probe would lead to a significant distraction and impair the performance of detecting target dimension. We found significant distracting effects, which lasted for 3 s but vanished at 6 s, regardless of the target dimension (biological motions vs. locations, Experiment 1) and the exposure time of memory array (1 s vs. 3 s, Experiment 2). These results together support an event-based encoding mechanism during VWM encoding of biological motions and their corresponding locations.
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Affiliation(s)
- Quan Gu
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Xueyi Wan
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Hong Ma
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Xiqian Lu
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Yang Guo
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Mowei Shen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
| | - Zaifeng Gao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, P.R. China
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14
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Zhao G, Chen F, Zhang Q, Shen M, Gao Z. Feature-based information filtering in visual working memory is impaired in Parkinson's disease. Neuropsychologia 2018; 111:317-323. [PMID: 29427571 DOI: 10.1016/j.neuropsychologia.2018.02.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Revised: 02/05/2018] [Accepted: 02/05/2018] [Indexed: 12/22/2022]
Abstract
Increasing attention has been given to working memory (WM) impairment in Parkinson's disease (PD) patients. Previous studies revealed that the space-orientated feature-based filtering (target and distractors in distinct locations) was impaired in PD patients. However, the object-orientated feature-based filtering (target and distractor information pertaining to one object) ability in PD patients remains unclear. In this study, we examined the object-orientated feature-based filtering ability of 14 PD patients and 14 healthy controls in a change detection task under EEG monitoring. Participants were asked to remember the colors of two different objects while ignoring their shapes. Critically, the irrelevant feature could be changed in the probe. A failure in complete feature-based filtering would lead to an "irrelevant-change distracting effect," where the change of the irrelevant feature would impair the performance of the target feature, and lead to an enhanced anterior N2. We found that the distracting effect was larger in PD patients than in the control group in terms of d'; however, the N2 amplitude evoked by the irrelevant change was smaller in PD patients than in the control group. These results suggested that the object-orientated feature-based filtering ability was impaired in PD, which might derive from the deficit of their executive control.
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Affiliation(s)
- Guohua Zhao
- Department of Neurology, Second Affiliated Hospital, College of Medicine, Zhejiang University, China
| | - Feiyan Chen
- Bio-X Laboratory, Department of Physics, Zhejiang University, China
| | - Qiong Zhang
- Department of Psychology and Behavioral Sciences, Zhejiang University, China.
| | - Mowei Shen
- National Key Lab of Human Factors, Department of Psychology and Behavioral Sciences, Zhejiang University, China; Department of Psychology and Behavioral Sciences, Zhejiang University, China.
| | - Zaifeng Gao
- National Key Lab of Human Factors, Department of Psychology and Behavioral Sciences, Zhejiang University, China; Department of Psychology and Behavioral Sciences, Zhejiang University, China
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15
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Yi W, Kang MS, Lee KM. Visual attribute modulates the time course of iconic memory decay. VISUAL COGNITION 2017. [DOI: 10.1080/13506285.2017.1416007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Woojong Yi
- Interdisciplinary Program of Cognitive Science, Seoul National University, Seoul, Republic of Korea
| | - Min-Suk Kang
- Department of Psychology, Sungkyunkwan University, Seoul, Republic of Korea
- Center for Neuroscience Imaging Research (CNIR), Institute for Basic Science (IBS), Suwon, Republic of Korea
| | - Kyoung-Min Lee
- Interdisciplinary Program of Cognitive Science, Seoul National University, Seoul, Republic of Korea
- Department of Neurology, Seoul National University Hospital, Seoul, Republic of Korea
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16
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The role of top-down suppression in mitigating the disruptive effects of task-irrelevant feature changes in visual working memory. Mem Cognit 2017; 45:1411-1422. [DOI: 10.3758/s13421-017-0738-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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17
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18
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Ye C, Hu Z, Ristaniemi T, Gendron M, Liu Q. Retro-dimension-cue benefit in visual working memory. Sci Rep 2016; 6:35573. [PMID: 27774983 PMCID: PMC5075867 DOI: 10.1038/srep35573] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2016] [Accepted: 09/13/2016] [Indexed: 11/29/2022] Open
Abstract
In visual working memory (VWM) tasks, participants’ performance can be improved by a retro-object-cue. However, previous studies have not investigated whether participants’ performance can also be improved by a retro-dimension-cue. Three experiments investigated this issue. We used a recall task with a retro-dimension-cue in all experiments. In Experiment 1, we found benefits from retro-dimension-cues compared to neutral cues. This retro-dimension-cue benefit is reflected in an increased probability of reporting the target, but not in the probability of reporting the non-target, as well as increased precision with which this item is remembered. Experiment 2 replicated the retro-dimension-cue benefit and showed that the length of the blank interval after the cue disappeared did not influence recall performance. Experiment 3 replicated the results of Experiment 2 with a lower memory load. Our studies provide evidence that there is a robust retro-dimension-cue benefit in VWM. Participants can use internal attention to flexibly allocate cognitive resources to a particular dimension of memory representations. The results also support the feature-based storing hypothesis.
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Affiliation(s)
- Chaoxiong Ye
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China.,Department of Computer Science and Information Systems, University of Jyväskylä, Jyväskylä, 40014, Finland
| | - Zhonghua Hu
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China
| | - Tapani Ristaniemi
- Department of Mathematical Information Technology, University of Jyväskylä, Jyväskylä, 40014, Finland
| | - Maria Gendron
- Interdisciplinary Affective Science Laboratory, Northeastern University, Boston, MA, 02115, USA
| | - Qiang Liu
- Research Center of Brain and Cognitive Neuroscience, Liaoning Normal University, Dalian, 116029, China.,Key Laboratory for NeuroInformation of Ministry of Education, University of Electronic Science and Technology of China, Chengdu, 610054, China
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19
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Object-based Encoding in Visual Working Memory: Evidence from Memory-driven Attentional Capture. Sci Rep 2016; 6:22822. [PMID: 26956084 PMCID: PMC4783775 DOI: 10.1038/srep22822] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2015] [Accepted: 02/22/2016] [Indexed: 11/08/2022] Open
Abstract
Visual working memory (VWM) adopts a specific manner of object-based encoding (OBE) to extract perceptual information: Whenever one feature-dimension is selected for entry into VWM, the others are also extracted. Currently most studies revealing OBE probed an 'irrelevant-change distracting effect', where changes of irrelevant-features dramatically affected the performance of the target feature. However, the existence of irrelevant-feature change may affect participants' processing manner, leading to a false-positive result. The current study conducted a strict examination of OBE in VWM, by probing whether irrelevant-features guided the deployment of attention in visual search. The participants memorized an object's colour yet ignored shape and concurrently performed a visual-search task. They searched for a target line among distractor lines, each embedded within a different object. One object in the search display could match the shape, colour, or both dimensions of the memory item, but this object never contained the target line. Relative to a neutral baseline, where there was no match between the memory and search displays, search time was significantly prolonged in all match conditions, regardless of whether the memory item was displayed for 100 or 1000 ms. These results suggest that task-irrelevant shape was extracted into VWM, supporting OBE in VWM.
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20
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Gao Z, Gao Q, Tang N, Shui R, Shen M. Organization principles in visual working memory: Evidence from sequential stimulus display. Cognition 2015; 146:277-88. [PMID: 26500190 DOI: 10.1016/j.cognition.2015.10.005] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2014] [Revised: 08/13/2015] [Accepted: 10/11/2015] [Indexed: 10/22/2022]
Abstract
Although the mechanisms of visual working memory (VWM) have been studied extensively in recent years, the active property of VWM has received less attention. In the current study, we examined how VWM integrates sequentially presented stimuli by focusing on the role of Gestalt principles, which are important organizing principles in perceptual integration. We manipulated the level of Gestalt cues among three or four sequentially presented objects that were memorized. The Gestalt principle could not emerge unless all the objects appeared together. We distinguished two hypotheses: a perception-alike hypothesis and an encoding-specificity hypothesis. The former predicts that the Gestalt cue will play a role in information integration within VWM; the latter predicts that the Gestalt cue will not operate within VWM. In four experiments, we demonstrated that collinearity (Experiment 1) and closure (Experiment 2) cues significantly improved VWM performance, and this facilitation was not affected by the testing manner (Experiment 3) or by adding extra colors to the memorized objects (Experiment 4). Finally, we re-established the Gestalt cue benefit with similarity cues (Experiment 5). These findings together suggest that VWM realizes and uses potential Gestalt principles within the stored representations, supporting a perception-alike hypothesis.
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Affiliation(s)
- Zaifeng Gao
- Department of Psychology, Zhejiang University, Hangzhou, China
| | - Qiyang Gao
- Department of Psychology, Zhejiang University, Hangzhou, China
| | - Ning Tang
- Department of Psychology, Zhejiang University, Hangzhou, China
| | - Rende Shui
- Department of Psychology, Zhejiang University, Hangzhou, China
| | - Mowei Shen
- Department of Psychology, Zhejiang University, Hangzhou, China.
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21
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Gao Z, Bentin S, Shen M. Rehearsing biological motion in working memory: an EEG study. J Cogn Neurosci 2015; 27:198-209. [PMID: 25061930 DOI: 10.1162/jocn_a_00687] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Holding biological motion (BM), the movements of animate entities, in working memory (WM) is important to our daily social life. However, how BM is maintained in WM remains unknown. The current study investigated this issue and hypothesized that, analogous to BM perception, the human mirror neuron system (MNS) is involved in rehearsing BM in WM. To examine the MNS hypothesis of BM rehearsal, we used an EEG index of mu suppression (8-12 Hz), which has been linked to the MNS. Using a change detection task, we manipulated the BM memory load in three experiments. We predicted that mu suppression in the maintenance phase of WM would be modulated by the BM memory load; moreover, a negative correlation between the number of BM stimuli in WM and the degree of mu suppression may emerge. The results of Experiment 1 were in line with our predictions and revealed that mu suppression increased as the memory load increased from two to four BM stimuli; however, mu suppression then plateaued, as WM could only hold, at most, four BM stimuli. Moreover, the predicted negative correlation was observed. Corroborating the findings of Experiment 1, Experiment 2 further demonstrated that once participants used verbal codes to process the motion information, the mu suppression or modulation by memory load vanished. Finally, Experiment 3 demonstrated that the findings in Experiment 1 were not limited to one specific type of stimuli. Together, these results provide evidence that the MNS underlies the process of rehearsing BM in WM.
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22
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Gao Z, Ding X, Yang T, Liang J, Shui R. Coarse-to-fine construction for high-resolution representation in visual working memory. PLoS One 2013; 8:e57913. [PMID: 23469103 PMCID: PMC3585254 DOI: 10.1371/journal.pone.0057913] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2012] [Accepted: 01/28/2013] [Indexed: 11/19/2022] Open
Abstract
Background This study explored whether the high-resolution representations created by visual working memory (VWM) are constructed in a coarse-to-fine or all-or-none manner. The coarse-to-fine hypothesis suggests that coarse information precedes detailed information in entering VWM and that its resolution increases along with the processing time of the memory array, whereas the all-or-none hypothesis claims that either both enter into VWM simultaneously, or neither does. Methodology/Principal Findings We tested the two hypotheses by asking participants to remember two or four complex objects. An ERP component, contralateral delay activity (CDA), was used as the neural marker. CDA is higher for four objects than for two objects when coarse information is primarily extracted; yet, this CDA difference vanishes when detailed information is encoded. Experiment 1 manipulated the comparison difficulty of the task under a 500-ms exposure time to determine a condition in which the detailed information was maintained. No CDA difference was found between two and four objects, even in an easy-comparison condition. Thus, Experiment 2 manipulated the memory array’s exposure time under the easy-comparison condition and found a significant CDA difference at 100 ms while replicating Experiment 1′s results at 500 ms. In Experiment 3, the 500-ms memory array was blurred to block the detailed information; this manipulation reestablished a significant CDA difference. Conclusions/Significance These findings suggest that the creation of high-resolution representations in VWM is a coarse-to-fine process.
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Affiliation(s)
- Zaifeng Gao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Xiaowei Ding
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Tong Yang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Junying Liang
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Rende Shui
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
- * E-mail:
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23
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Shen M, Yu W, Xu X, Gao Z. Building blocks of visual working memory: objects or Boolean maps? J Cogn Neurosci 2012; 25:743-53. [PMID: 23249354 DOI: 10.1162/jocn_a_00348] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
The nature of the building blocks of information in visual working memory (VWM) is a fundamental issue that has not been well resolved. Most researchers take objects as the building blocks, although this perspective has received criticism. The objects could be physically separated ones (strict object hypothesis) or hierarchical objects created from separated individuals (broad object hypothesis). Meanwhile, a newly proposed Boolean map theory for visual attention suggests that Boolean maps may be the building blocks of VWM (Boolean map hypothesis); this perspective could explain many critical findings of VWM. However, no previous study has examined these hypotheses. We explored this issue by focusing on a critical point on which they make distinct predictions. We asked participants to remember two distinct objects (2-object), three distinct objects (3-object), or three objects with repeated information (mixed-3-object, e.g., one red bar and two green bars, green bars could be represented as one hierarchical object) and adopted contralateral delay activity (CDA) to tap into the maintenance phase of VWM. The mixed-3-object condition could generate two Boolean maps, three objects, or three objects most of the time (hierarchical objects are created in certain trials, retaining two objects). Simple orientations (Experiment 1) and colors (Experiments 2 and 3) were used as stimuli. Although the CDA of the mixed-3-object condition was slightly lower than that of the 3-object condition, no significant difference was revealed between them. Both conditions displayed significantly higher CDAs than the 2-object condition. These findings support the broad object hypothesis. We further suggest that Boolean maps might be the unit for retrieval/comparison in VWM.
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Affiliation(s)
- Mowei Shen
- Zhejiang University, Hang Zhou, P R China
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24
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Cohen JR, Sreenivasan KK, D'Esposito M. Correspondence between stimulus encoding- and maintenance-related neural processes underlies successful working memory. Cereb Cortex 2012; 24:593-9. [PMID: 23146963 DOI: 10.1093/cercor/bhs339] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The ability to actively maintain information in working memory (WM) is vital for goal-directed behavior, but the mechanisms underlying this process remain elusive. We hypothesized that successful WM relies upon a correspondence between the neural processes associated with stimulus encoding and the neural processes associated with maintenance. Using functional magnetic resonance imaging, we identified regional activity and inter-regional connectivity during stimulus encoding and the maintenance of those stimuli when they were no longer present. We compared correspondence in these neural processes across encoding and maintenance epochs with WM performance. Critically, greater correspondence between encoding and maintenance in 1) regional activity in the lateral prefrontal cortex (PFC) and 2) connectivity between lateral PFC and extrastriate cortex was associated with increased performance. These findings suggest that the conservation of neural processes across encoding and maintenance supports the integrity of representations in WM.
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Affiliation(s)
- Jessica R Cohen
- Helen Wills Neuroscience Institute, University of California, Berkeley, CA, USA
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25
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Does high memory load kick task-irrelevant information out of visual working memory? Psychon Bull Rev 2012; 19:218-24. [PMID: 22215468 DOI: 10.3758/s13423-011-0201-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The limited capacity of visual working memory (VWM) requires the existence of an efficient information selection mechanism. While it has been shown that under low VWM load, an irrelevant simple feature can be processed, its fate under high load (e.g., six objects) remains unclear. We explored this issue by probing the "irrelevant-change distracting effect," in which the change of a stored irrelevant feature affects performance. Simple colored shapes were used as stimuli, with color as the target. Using a whole-probe method (presenting six objects in both the memory and test arrays), in Experiment 1 we found that a change to one of the six shapes led to a significant distracting effect. Using a partial-probe method (presenting the probe either at the screen center or at a location selected from the memory array), in Experiment 2 we showed the distracting effect again. These results suggest that irrelevant simple features can be stored into VWM, regardless of memory load.
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26
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Yin J, Gao Z, Jin X, Ding X, Liang J, Shen M. The neural mechanisms of percept-memory comparison in visual working memory. Biol Psychol 2012; 90:71-9. [PMID: 22410263 DOI: 10.1016/j.biopsycho.2012.02.023] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2011] [Revised: 02/17/2012] [Accepted: 02/24/2012] [Indexed: 11/18/2022]
Abstract
Researchers have revealed that comparing the perceptual input with the representations stored in visual working memory initiates a rapid attention-shift, which is predominantly triggered by the relevant-feature change. The comprehension of the change contents further necessitates a follow-up comparison that contrasts all the object features regardless of the task relevancy. However, whether such a distinct stage exists and how the process is carried on need further verification. We explored this issue by investigating the underlying neural mechanisms of the percept-memory comparison. By recording EEG, we found that both the task-relevant and -irrelevant feature changes elicited significantly more negative anterior N2 waves (230-340ms) rooting in the anterior cingulate cortex (ACC), and meanwhile activated the frontal theta (5-8Hz, 250-550ms). These results suggest that a distinct comparison stage does exist, which is supported by the anterior N2, ACC and frontal theta.
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Affiliation(s)
- Jun Yin
- Department of Psychology and Behavioral Sciences, Zhejiang University, PR China
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27
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Number representation is influenced by numerical processing level: an ERP study. Exp Brain Res 2012; 218:27-39. [DOI: 10.1007/s00221-012-2998-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2011] [Accepted: 01/01/2012] [Indexed: 10/14/2022]
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28
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Zhou J, Yin J, Chen T, Ding X, Gao Z, Shen M. Visual working memory capacity does not modulate the feature-based information filtering in visual working memory. PLoS One 2011; 6:e23873. [PMID: 21957441 PMCID: PMC3174935 DOI: 10.1371/journal.pone.0023873] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2011] [Accepted: 07/26/2011] [Indexed: 11/18/2022] Open
Abstract
Background The limited capacity of visual working memory (VWM) requires us to select the task relevant information and filter out the irrelevant information efficiently. Previous studies showed that the individual differences in VWM capacity dramatically influenced the way we filtered out the distracters displayed in distinct spatial-locations: low-capacity individuals were poorer at filtering them out than the high-capacity ones. However, when the target and distracting information pertain to the same object (i.e., multiple-featured object), whether the VWM capacity modulates the feature-based filtering remains unknown. Methodology/Principal Findings We explored this issue mainly based on one of our recent studies, in which we asked the participants to remember three colors of colored-shapes or colored-landolt-Cs while using two types of task irrelevant information. We found that the irrelevant high-discriminable information could not be filtered out during the extraction of VWM but the irrelevant fine-grained information could be. We added 8 extra participants to the original 16 participants and then split the overall 24 participants into low- and high-VWM capacity groups. We found that regardless of the VWM capacity, the irrelevant high-discriminable information was selected into VWM, whereas the irrelevant fine-grained information was filtered out. The latter finding was further corroborated in a second experiment in which the participants were required to remember one colored-landolt-C and a more strict control was exerted over the VWM capacity. Conclusions/Significance We conclude that VWM capacity did not modulate the feature-based filtering in VWM.
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Affiliation(s)
- Jifan Zhou
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Jun Yin
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Tong Chen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Xiaowei Ding
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Zaifeng Gao
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
- * E-mail: (ZFG); (MWS)
| | - Mowei Shen
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
- * E-mail: (ZFG); (MWS)
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29
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Tracking object number or information load in visual working memory: Revisiting the cognitive implication of contralateral delay activity. Biol Psychol 2011; 87:296-302. [DOI: 10.1016/j.biopsycho.2011.03.013] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2010] [Revised: 02/26/2011] [Accepted: 03/28/2011] [Indexed: 11/15/2022]
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