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Hall EH, Geng JJ. Object-based attention during scene perception elicits boundary contraction in memory. Mem Cognit 2024:10.3758/s13421-024-01540-9. [PMID: 38530622 DOI: 10.3758/s13421-024-01540-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/17/2024] [Indexed: 03/28/2024]
Abstract
Boundary contraction and extension are two types of scene transformations that occur in memory. In extension, viewers extrapolate information beyond the edges of the image, whereas in contraction, viewers forget information near the edges. Recent work suggests that image composition influences the direction and magnitude of boundary transformation. We hypothesize that selective attention at encoding is an important driver of boundary transformation effects, selective attention to specific objects at encoding leading to boundary contraction. In this study, one group of participants (N = 36) memorized 15 scenes while searching for targets, while a separate group (N = 36) just memorized the scenes. Both groups then drew the scenes from memory with as much object and spatial detail as they could remember. We asked online workers to provide ratings of boundary transformations in the drawings, as well as how many objects they contained and the precision of remembered object size and location. We found that search condition drawings showed significantly greater boundary contraction than drawings of the same scenes in the memorize condition. Search drawings were significantly more likely to contain target objects, and the likelihood to recall other objects in the scene decreased as a function of their distance from the target. These findings suggest that selective attention to a specific object due to a search task at encoding will lead to significant boundary contraction.
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Affiliation(s)
- Elizabeth H Hall
- Department of Psychology, University of California Davis, Davis, CA, 95616, USA.
- Center for Mind and Brain, University of California Davis, Davis, CA, 95618, USA.
| | - Joy J Geng
- Department of Psychology, University of California Davis, Davis, CA, 95616, USA
- Center for Mind and Brain, University of California Davis, Davis, CA, 95618, USA
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2
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Yu X, Rahim RA, Geng JJ. Task-adaptive changes to the target template in response to distractor context: Separability versus similarity. J Exp Psychol Gen 2024; 153:564-572. [PMID: 37917441 PMCID: PMC10843062 DOI: 10.1037/xge0001507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2023]
Abstract
Theories of attention hypothesize the existence of an attentional template that contains target features in working or long-term memory. It is frequently assumed that the template contains a veridical copy of the target, but recent studies suggest that this is not true when the distractors are linearly separable from the target. In such cases, target representations shift "off-veridical" in response to the distractor context, presumably because doing so is adaptive and increases the representational distinctiveness of targets from distractors. However, some have argued that the shifts may be entirely explained by perceptual biases created by simultaneous color contrast. Here we address this debate and test the more general hypothesis that the target template is adaptively shaped by elements of the distractor context needed to distinguish targets from distractors. We used a two-dimensional target and separately manipulated the linear separability of one dimension (color) and the visual similarity of the other (orientation). We found that target shifting along the linearly separable color dimension was dependent on the similarity of targets-to-distractors along the other dimension. The target representations were consistent with a postexperiment strategy questionnaire in which participants reported using color more when orientation was hard to use, and orientation more when it was easier to use. We conclude that the target template is task-adaptive and exploit features in the distractor context that most predictably distinguish targets from distractors to increase visual search efficiency. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Affiliation(s)
- Xinger Yu
- Center for Mind and Brain, University of California, Davis
| | - Raisa A. Rahim
- Center for Mind and Brain, University of California, Davis
| | - Joy J. Geng
- Center for Mind and Brain, University of California, Davis
- Department of Psychology, University of California, Davis
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3
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Liesefeld HR, Lamy D, Gaspelin N, Geng JJ, Kerzel D, Schall JD, Allen HA, Anderson BA, Boettcher S, Busch NA, Carlisle NB, Colonius H, Draschkow D, Egeth H, Leber AB, Müller HJ, Röer JP, Schubö A, Slagter HA, Theeuwes J, Wolfe J. Terms of debate: Consensus definitions to guide the scientific discourse on visual distraction. Atten Percept Psychophys 2024:10.3758/s13414-023-02820-3. [PMID: 38177944 DOI: 10.3758/s13414-023-02820-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/15/2023] [Indexed: 01/06/2024]
Abstract
Hypothesis-driven research rests on clearly articulated scientific theories. The building blocks for communicating these theories are scientific terms. Obviously, communication - and thus, scientific progress - is hampered if the meaning of these terms varies idiosyncratically across (sub)fields and even across individual researchers within the same subfield. We have formed an international group of experts representing various theoretical stances with the goal to homogenize the use of the terms that are most relevant to fundamental research on visual distraction in visual search. Our discussions revealed striking heterogeneity and we had to invest much time and effort to increase our mutual understanding of each other's use of central terms, which turned out to be strongly related to our respective theoretical positions. We present the outcomes of these discussions in a glossary and provide some context in several essays. Specifically, we explicate how central terms are used in the distraction literature and consensually sharpen their definitions in order to enable communication across theoretical standpoints. Where applicable, we also explain how the respective constructs can be measured. We believe that this novel type of adversarial collaboration can serve as a model for other fields of psychological research that strive to build a solid groundwork for theorizing and communicating by establishing a common language. For the field of visual distraction, the present paper should facilitate communication across theoretical standpoints and may serve as an introduction and reference text for newcomers.
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Affiliation(s)
- Heinrich R Liesefeld
- Department of Psychology, University of Bremen, Hochschulring 18, D-28359, Bremen, Germany.
| | - Dominique Lamy
- The School of Psychology Sciences and The Sagol School of Neuroscience, Tel Aviv University, Ramat Aviv 69978, POB 39040, Tel Aviv, Israel.
| | | | - Joy J Geng
- University of California Davis, Daivs, CA, USA
| | | | | | | | | | | | | | | | - Hans Colonius
- Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany
| | | | | | | | | | | | - Anna Schubö
- Philipps University Marburg, Marburg, Germany
| | | | | | - Jeremy Wolfe
- Harvard Medical School, Boston, MA, USA
- Brigham & Women's Hospital, Boston, MA, USA
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4
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Zhou Z, Geng JJ. Learned associations serve as target proxies during difficult but not easy visual search. Cognition 2024; 242:105648. [PMID: 37897882 DOI: 10.1016/j.cognition.2023.105648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Revised: 10/03/2023] [Accepted: 10/12/2023] [Indexed: 10/30/2023]
Abstract
The target template contains information in memory that is used to guide attention during visual search and is typically thought of as containing features of the actual target object. However, when targets are hard to find, it is advantageous to use other information in the visual environment that is predictive of the target's location to help guide attention. The purpose of these studies was to test if newly learned associations between face and scene category images lead observers to use scene information as a proxy for the face target. Our results showed that scene information was used as a proxy for the target to guide attention but only when the target face was difficult to discriminate from the distractor face; when the faces were easy to distinguish, attention was no longer guided by the scene unless the scene was presented earlier. The results suggest that attention is flexibly guided by both target features as well as features of objects that are predictive of the target location. The degree to which each contributes to guiding attention depends on the efficiency with which that information can be used to decode the location of the target in the current moment. The results contribute to the view that attentional guidance is highly flexible in its use of information to rapidly locate the target.
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Affiliation(s)
- Zhiheng Zhou
- Center for Mind and Brain, University of California, 267 Cousteau Place, Davis, CA 95618, USA.
| | - Joy J Geng
- Center for Mind and Brain, University of California, 267 Cousteau Place, Davis, CA 95618, USA; Department of Psychology, University of California, One Shields Ave, Davis, CA 95616, USA.
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5
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Witkowski PP, Geng JJ. Prefrontal Cortex Codes Representations of Target Identity and Feature Uncertainty. J Neurosci 2023; 43:8769-8776. [PMID: 37875376 PMCID: PMC10727173 DOI: 10.1523/jneurosci.1117-23.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 09/04/2023] [Accepted: 10/07/2023] [Indexed: 10/26/2023] Open
Abstract
Many objects in the real world have features that vary over time, creating uncertainty in how they will look in the future. This uncertainty makes statistical knowledge about the likelihood of features critical to attention demanding processes such as visual search. However, little is known about how the uncertainty of visual features is integrated into predictions about search targets in the brain. In the current study, we test the idea that regions prefrontal cortex code statistical knowledge about search targets before the onset of search. Across 20 human participants (13 female; 7 male), we observe target identity in the multivariate pattern and uncertainty in the overall activation of dorsolateral prefrontal cortex (DLPFC) and inferior frontal junction (IFJ) in advance of the search display. This indicates that the target identity (mean) and uncertainty (variance) of the target distribution are coded independently within the same regions. Furthermore, once the search display appears the univariate IFJ signal scaled with the distance of the actual target from the expected mean, but more so when expected variability was low. These results inform neural theories of attention by showing how the prefrontal cortex represents both the identity and expected variability of features in service of top-down attentional control.SIGNIFICANCE STATEMENT Theories of attention and working memory posit that when we engage in complex cognitive tasks our performance is determined by how precisely we remember task-relevant information. However, in the real world the properties of objects change over time, creating uncertainty about many aspects of the task. There is currently a gap in our understanding of how neural systems represent this uncertainty and combine it with target identity information in anticipation of attention demanding cognitive tasks. In this study, we show that the prefrontal cortex represents identity and uncertainty as unique codes before task onset. These results advance theories of attention by showing that the prefrontal cortex codes both target identity and uncertainty to implement top-down attentional control.
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Affiliation(s)
- Phillip P Witkowski
- Center for Mind and Brain, University of California, Davis, Davis, California 95618
- Department of Psychology, University of California, Davis, Davis, California 95618
| | - Joy J Geng
- Center for Mind and Brain, University of California, Davis, Davis, California 95618
- Department of Psychology, University of California, Davis, Davis, California 95618
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6
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Abstract
Theories of attention posit that attentional guidance operates on information held in a target template within memory. The template is often thought to contain veridical target features, akin to a photograph, and to guide attention to objects that match the exact target features. However, recent evidence suggests that attentional guidance is highly flexible and often guided by non-veridical features, a subset of features, or only associated features. We integrate these findings and propose that attentional guidance maximizes search efficiency based on a 'good-enough' principle to rapidly localize candidate target objects. Candidates are then serially interrogated to make target-match decisions using more precise information. We suggest that good-enough guidance optimizes the speed-accuracy-effort trade-offs inherent in each stage of visual search.
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Affiliation(s)
- Xinger Yu
- Center for Mind and Brain, University of California Davis, Davis, CA, USA; Department of Psychology, University of California Davis, Davis, CA, USA
| | - Zhiheng Zhou
- Center for Mind and Brain, University of California Davis, Davis, CA, USA
| | - Stefanie I Becker
- School of Psychology, University of Queensland, Brisbane, QLD, Australia
| | | | - Joy J Geng
- Center for Mind and Brain, University of California Davis, Davis, CA, USA; Department of Psychology, University of California Davis, Davis, CA, USA.
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7
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Duarte SE, Geng JJ. Multisensory processing supports deep encoding of visual objects. J Vis 2022. [DOI: 10.1167/jov.22.14.4152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
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8
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Domínguez-Zamora FJ, Geng JJ, Horga G, Gottlieb J. Hierarchical Bayesian control of attention during decision making. J Vis 2022. [DOI: 10.1167/jov.22.14.3939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
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9
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Nah JC, Geng JJ. Thematic object pairs produce stronger and faster grouping than taxonomic pairs. J Exp Psychol Hum Percept Perform 2022; 48:1325-1335. [DOI: 10.1037/xhp0001031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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10
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Abstract
Visual attention is often characterized as being guided by precise memories for target objects. However, real-world search targets have dynamic features that vary over time, meaning that observers must predict how the target could look based on how features are expected to change. Despite its importance, little is known about how target feature predictions influence feature-based attention, or how these predictions are represented in the target template. In Experiment 1 (N = 60 university students), we show observers readily track the statistics of target features over time and adapt attentional priority to predictions about the distribution of target features. In Experiments 2a and 2b (N = 480 university students), we show that these predictions are encoded into the target template as a distribution of likelihoods over possible target features, which are independent of memory precision for the cued item. These results provide a novel demonstration of how observers represent predicted feature distributions when target features are uncertain and show that these predictions are used to set attentional priority during visual search. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Phillip P. Witkowski
- Center for Mind and Brain, University of California Davis, Davis, CA, 95618
- Department of Psychology, University of California Davis, Davis, CA, 95618
| | - Joy J. Geng
- Center for Mind and Brain, University of California Davis, Davis, CA, 95618
- Department of Psychology, University of California Davis, Davis, CA, 95618
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11
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Hansmann-Roth S, Þorsteinsdóttir S, Geng JJ, Kristjánsson Á. Temporal integration of feature probability distributions. Psychol Res 2022; 86:2030-2044. [PMID: 34997327 DOI: 10.1007/s00426-021-01621-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Accepted: 11/13/2021] [Indexed: 10/19/2022]
Abstract
Humans are surprisingly good at learning the statistical characteristics of their visual environment. Recent studies have revealed that not only can the visual system learn repeated features of visual search distractors, but also their actual probability distributions. Search times were determined by the frequency of distractor features over consecutive search trials. The search displays applied in these studies involved many exemplars of distractors on each trial and while there is clear evidence that feature distributions can be learned from large distractor sets, it is less clear if distributions are well learned for single targets presented on each trial. Here, we investigated potential learning of probability distributions of single targets during visual search. Over blocks of trials, observers searched for an oddly colored target that was drawn from either a Gaussian or a uniform distribution. Search times for the different target colors were clearly influenced by the probability of that feature within trial blocks. The same search targets, coming from the extremes of the two distributions were found significantly slower during the blocks where the targets were drawn from a Gaussian distribution than from a uniform distribution indicating that observers were sensitive to the target probability determined by the distribution shape. In Experiment 2, we replicated the effect using binned distributions and revealed the limitations of encoding complex target distributions. Our results demonstrate detailed internal representations of target feature distributions and that the visual system integrates probability distributions of target colors over surprisingly long trial sequences.
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Affiliation(s)
- Sabrina Hansmann-Roth
- Icelandic Vision Lab, School of Health Sciences, University of Iceland, Reykjavík, Iceland.
- Université de Lille, CNRS, UMR 9193-SCALab-Sciences Cognitives et Sciences Affectives, 59000, Lille, France.
| | - Sóley Þorsteinsdóttir
- Icelandic Vision Lab, School of Health Sciences, University of Iceland, Reykjavík, Iceland
| | - Joy J Geng
- Center for Mind and Brain, University of California Davis, Davis, CA, USA
- Department of Psychology, University of California Davis, Davis, CA, USA
| | - Árni Kristjánsson
- Icelandic Vision Lab, School of Health Sciences, University of Iceland, Reykjavík, Iceland
- School of Psychology, National Research University Higher School of Economics, Moscow, Russia
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12
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Wöstmann M, Störmer VS, Obleser J, Addleman DA, Andersen SK, Gaspelin N, Geng JJ, Luck SJ, Noonan MP, Slagter HA, Theeuwes J. Ten simple rules to study distractor suppression. Prog Neurobiol 2022. [PMID: 35427732 DOI: 10.1016/j.pneurobio.2022.102269] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Distractor suppression refers to the ability to filter out distracting and task-irrelevant information. Distractor suppression is essential for survival and considered a key aspect of selective attention. Despite the recent and rapidly evolving literature on distractor suppression, we still know little about how the brain suppresses distracting information. What limits progress is that we lack mutually agreed upon principles of how to study the neural basis of distractor suppression and its manifestation in behavior. Here, we offer ten simple rules that we believe are fundamental when investigating distractor suppression. We provide guidelines on how to design conclusive experiments on distractor suppression (Rules 1-3), discuss different types of distractor suppression that need to be distinguished (Rules 4-6), and provide an overview of models of distractor suppression and considerations of how to evaluate distractor suppression statistically (Rules 7-10). Together, these rules provide a concise and comprehensive synopsis of promising advances in the field of distractor suppression. Following these rules will propel research on distractor suppression in important ways, not only by highlighting prominent issues to both new and more advanced researchers in the field, but also by facilitating communication between sub-disciplines.
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Affiliation(s)
- Malte Wöstmann
- Department of Psychology, University of Lübeck, Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
| | - Viola S Störmer
- Department of Psychological and Brain Sciences, Dartmouth College, USA.
| | - Jonas Obleser
- Department of Psychology, University of Lübeck, Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany
| | | | - Søren K Andersen
- School of Psychology, University of Aberdeen, UK; Department of Psychology, University of Southern Denmark, Denmark
| | - Nicholas Gaspelin
- Department of Psychology and Department of Integrative Neuroscience, Binghamton University, State University of New York, USA
| | - Joy J Geng
- Center for Mind and Brain and Department of Psychology, University of California, Davis, USA
| | - Steven J Luck
- Center for Mind and Brain and Department of Psychology, University of California, Davis, USA
| | | | - Heleen A Slagter
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Institute for Brain and Behavior, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Jan Theeuwes
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Institute for Brain and Behavior, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
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13
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Wöstmann M, Störmer VS, Obleser J, Addleman DA, Andersen SK, Gaspelin N, Geng JJ, Luck SJ, Noonan MP, Slagter HA, Theeuwes J. Ten simple rules to study distractor suppression. Prog Neurobiol 2022; 213:102269. [PMID: 35427732 PMCID: PMC9069241 DOI: 10.1016/j.pneurobio.2022.102269] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 03/28/2022] [Accepted: 04/04/2022] [Indexed: 01/23/2023]
Abstract
Distractor suppression refers to the ability to filter out distracting and task-irrelevant information. Distractor suppression is essential for survival and considered a key aspect of selective attention. Despite the recent and rapidly evolving literature on distractor suppression, we still know little about how the brain suppresses distracting information. What limits progress is that we lack mutually agreed upon principles of how to study the neural basis of distractor suppression and its manifestation in behavior. Here, we offer ten simple rules that we believe are fundamental when investigating distractor suppression. We provide guidelines on how to design conclusive experiments on distractor suppression (Rules 1–3), discuss different types of distractor suppression that need to be distinguished (Rules 4–6), and provide an overview of models of distractor suppression and considerations of how to evaluate distractor suppression statistically (Rules 7–10). Together, these rules provide a concise and comprehensive synopsis of promising advances in the field of distractor suppression. Following these rules will propel research on distractor suppression in important ways, not only by highlighting prominent issues to both new and more advanced researchers in the field, but also by facilitating communication between sub-disciplines. Distractor suppression is the ability to filter out irrelevant information. At present, we know little about how the brain suppresses distraction. We offer ten rules that are fundamental when investigating distractor suppression. Following the rules will propel research and foster interaction between disciplines.
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Affiliation(s)
- Malte Wöstmann
- Department of Psychology, University of Lübeck, Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
| | - Viola S Störmer
- Department of Psychological and Brain Sciences, Dartmouth College, USA.
| | - Jonas Obleser
- Department of Psychology, University of Lübeck, Lübeck, Germany; Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany
| | | | - Søren K Andersen
- School of Psychology, University of Aberdeen, UK; Department of Psychology, University of Southern Denmark, Denmark
| | - Nicholas Gaspelin
- Department of Psychology and Department of Integrative Neuroscience, Binghamton University, State University of New York, USA
| | - Joy J Geng
- Center for Mind and Brain and Department of Psychology, University of California, Davis, USA
| | - Steven J Luck
- Center for Mind and Brain and Department of Psychology, University of California, Davis, USA
| | | | - Heleen A Slagter
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Institute for Brain and Behavior, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Jan Theeuwes
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Institute for Brain and Behavior, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
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14
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Stokes JD, Rizzo A, Geng JJ, Schweitzer JB. Measuring Attentional Distraction in Children With ADHD Using Virtual Reality Technology With Eye-Tracking. Front Virtual Real 2022; 3:855895. [PMID: 35601272 PMCID: PMC9119405 DOI: 10.3389/frvir.2022.855895] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Objective Distractions inordinately impair attention in children with Attention-Deficit Hyperactivity Disorder (ADHD) but examining this behavior under real-life conditions poses a challenge for researchers and clinicians. Virtual reality (VR) technologies may mitigate the limitations of traditional laboratory methods by providing a more ecologically relevant experience. The use of eye-tracking measures to assess attentional functioning in a VR context in ADHD is novel. In this proof of principle project, we evaluate the temporal dynamics of distraction via eye-tracking measures in a VR classroom setting with 20 children diagnosed with ADHD between 8 and 12 years of age. Method We recorded continuous eye movements while participants performed math, Stroop, and continuous performance test (CPT) tasks with a series of "real-world" classroom distractors presented. We analyzed the impact of the distractors on rates of on-task performance and on-task, eye-gaze (i.e., looking at a classroom whiteboard) versus off-task eye-gaze (i.e., looking away from the whiteboard). Results We found that while children did not always look at distractors themselves for long periods of time, the presence of a distractor disrupted on-task gaze at task-relevant whiteboard stimuli and lowered rates of task performance. This suggests that children with attention deficits may have a hard time returning to tasks once those tasks are interrupted, even if the distractor itself does not hold attention. Eye-tracking measures within the VR context can reveal rich information about attentional disruption. Conclusions Leveraging virtual reality technology in combination with eye-tracking measures is well-suited to advance the understanding of mechanisms underlying attentional impairment in naturalistic settings. Assessment within these immersive and well-controlled simulated environments provides new options for increasing our understanding of distractibility and its potential impact on the development of interventions for children with ADHD.
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Affiliation(s)
- Jared D. Stokes
- MIND Institute, University of California, Davis, Sacramento, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, Davis, Sacramento, CA, United States
- Center for Mind and Brain, University of California, Davis, Davis, CA, United States
| | - Albert Rizzo
- Institute for Creative Studies, University of Southern California, Los Angeles, CA, United States
| | - Joy J. Geng
- Center for Mind and Brain, University of California, Davis, Davis, CA, United States
- Department of Psychology, University of California, Davis, Davis, CA, United States
| | - Julie B. Schweitzer
- MIND Institute, University of California, Davis, Sacramento, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, Davis, Sacramento, CA, United States
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15
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Abstract
When searching for a target object, we engage in a continuous "look-identify" cycle in which we use known features of the target to guide attention toward potential targets and then to decide whether the selected object is indeed the target. Target information in memory (the target template or attentional template) is typically characterized as having a single, fixed source. However, debate has recently emerged over whether flexibility in the target template is relational or optimal. On the basis of evidence from two experiments using college students (Ns = 30 and 70, respectively), we propose that initial guidance of attention uses a coarse relational code, but subsequent decisions use an optimal code. Our results offer a novel perspective that the precision of template information differs when guiding sensory selection and when making identity decisions during visual search.
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Affiliation(s)
- Xinger Yu
- Center for Mind and Brain, University of California, Davis.,Department of Psychology, University of California, Davis
| | - Timothy D Hanks
- Center for Neuroscience, University of California, Davis.,Department of Neurology, University of California, Davis
| | - Joy J Geng
- Center for Mind and Brain, University of California, Davis.,Department of Psychology, University of California, Davis
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16
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Geng JJ, Duarte SE. Unresolved issues in distractor suppression: Proactive and reactive mechanisms, implicit learning, and naturalistic distraction. Visual Cognition 2021. [DOI: 10.1080/13506285.2021.1928806] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Joy J. Geng
- Department of Psychology and Center for Mind and Brain, University of California, Davis, USA
| | - Shea E. Duarte
- Department of Psychology and Center for Mind and Brain, University of California, Davis, USA
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17
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Won BY, Forloines M, Zhou Z, Geng JJ. Changes in visual cortical processing attenuate singleton distraction during visual search. Cortex 2020; 132:309-321. [PMID: 33010740 PMCID: PMC7655700 DOI: 10.1016/j.cortex.2020.08.025] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2020] [Revised: 08/01/2020] [Accepted: 08/20/2020] [Indexed: 01/22/2023]
Abstract
The ability to suppress distractions is essential to successful completion of goal-directed behaviors. Several behavioral studies have recently provided strong evidence that learned suppression may be particularly efficient in reducing distractor interference. Expectations about a distractor's repeated location, color, or even presence are rapidly learned and used to attenuate interference. In this study, we use a visual search paradigm in which a color singleton, which is known to capture attention, occurs within blocks with high or low frequency. The behavioral results show reduced singleton interference during the high compared to the low frequency block (Won et al., 2019). The fMRI results provide evidence that the attenuation of distractor interference is supported by changes in singleton, target, and non-salient distractor representations within retinotopic visual cortex. These changes in visual cortex are accompanied by findings that singleton-present trials compared to non-singleton trials produce greater activation in bilateral parietal cortex, indicative of attentional capture, in low frequency, but not high frequency blocks. Together, these results suggest that the readout of saliency signals associated with an expected color singleton from visual cortex is suppressed, resulting in less competition for attentional priority in frontoparietal attentional control regions.
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Affiliation(s)
- Bo-Yeong Won
- Center for Mind and Brain, University of California, Davis 267 Cousteau Pl., Davis, CA, 95618, USA.
| | - Martha Forloines
- Department of Psychology, University of California, Davis 1 Shields Ave, Davis, CA, 95616, USA; Department of Neurology, University of California, Davis 3160 Folsom Blvd, Sacramento, CA, 95816, USA
| | - Zhiheng Zhou
- Center for Mind and Brain, University of California, Davis 267 Cousteau Pl., Davis, CA, 95618, USA
| | - Joy J Geng
- Center for Mind and Brain, University of California, Davis 267 Cousteau Pl., Davis, CA, 95618, USA; Department of Psychology, University of California, Davis 1 Shields Ave, Davis, CA, 95616, USA.
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Abstract
Distractions are ubiquitous in our sensory environments. How do we keep them from capturing attention? Existing research has focused primarily on mechanisms of strategic control or statistical learning, both of which require knowledge (explicit or implicit) of what features belong to distractors before suppression occurs. Here, we test the hypothesis that task-free exposure to stimuli is sufficient to attenuate their effect as distractors later on. In 3 experiments, subjects were exposed to either colored or achromatic circles on "circle displays" interleaved with "target search displays." Later, new distractors were introduced into the search displays using colors from the circle displays. We consistently found that passively viewed colors produced less interference when introduced as new visual search distractors. We conclude that learning during passive exposure was due to habituation mechanisms that attenuate sensory responsivity to recurring stimuli, allowing attention to operate more efficiently to select task-relevant targets or novel stimuli. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
- Bo-Yeong Won
- Center for Mind and Brain, University of California Davis, Davis, California
| | - Joy J. Geng
- Center for Mind and Brain, University of California Davis, Davis, California
- Department of Psychology, University of California Davis, Davis, California
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Abstract
Theories of visual attention hypothesize that target selection depends upon matching visual inputs to a memory representation of the target - i.e., the target or attentional template. Most theories assume that the template contains a veridical copy of target features, but recent studies suggest that target representations may shift "off veridical" from actual target features to increase target-to-distractor distinctiveness. However, these studies have been limited to simple visual features (e.g., orientation, color), which leaves open the question of whether similar principles apply to complex stimuli, such as a face depicting an emotion, the perception of which is known to be shaped by conceptual knowledge. In three studies, we find confirmatory evidence for the hypothesis that attention modulates the representation of an emotional face to increase target-to-distractor distinctiveness. This occurs over-and-above strong pre-existing conceptual and perceptual biases in the representation of individual faces. The results are consistent with the view that visual search accuracy is determined by the representational distance between the target template in memory and distractor information in the environment, not the veridical target and distractor features.
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Affiliation(s)
- Bo-Yeong Won
- Center for Mind and Brain, University of California Davis, Davis, CA, USA.
| | | | - Eliza Bliss-Moreau
- Department of Psychology, University of California Davis, Davis, CA, USA
- California National Primate Research Center, University of California Davis, Davis, CA, USA
| | - Joy J Geng
- Center for Mind and Brain, University of California Davis, Davis, CA, USA.
- Department of Psychology, University of California Davis, Davis, CA, USA.
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20
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Affiliation(s)
- Joy J Geng
- Department of Psychology, Center for Mind and Brain at University of California Davis, United states.
| | - Andrew B Leber
- Department of Psychology and Center for Cognitive & Brain Sciences, The Ohio State University, United states.
| | - Sarah Shomstein
- Department of Psychological and Brain Sciences, George Washington University, United states.
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Geng JJ, Witkowski P. Template-to-distractor distinctiveness regulates visual search efficiency. Curr Opin Psychol 2019; 29:119-125. [PMID: 30743200 PMCID: PMC6625942 DOI: 10.1016/j.copsyc.2019.01.003] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 12/13/2018] [Accepted: 01/04/2019] [Indexed: 11/18/2022]
Abstract
All models of attention include the concept of an attentional template (or a target or search template). The template is conceptualized as target information held in memory that is used for prioritizing sensory processing and determining if an object matches the target. It is frequently assumed that the template contains a veridical copy of the target. However, we review recent evidence showing that the template encodes a version of the target that is adapted to the current context (e.g. distractors, task, etc.); information held within the template may include only a subset of target features, real world knowledge, pre-existing perceptual biases, or even be a distorted version of the veridical target. We argue that the template contents are customized in order to maximize the ability to prioritize information that distinguishes targets from distractors. We refer to this as template-to-distractor distinctiveness and hypothesize that it contributes to visual search efficiency by exaggerating target-to-distractor dissimilarity.
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Affiliation(s)
- Joy J Geng
- Center for Mind and Brain, University of California Davis, Davis, CA, 95616, United States; Department of Psychology, University of California Davis, Davis, CA, 95616, United States.
| | - Phillip Witkowski
- Center for Mind and Brain, University of California Davis, Davis, CA, 95616, United States; Department of Psychology, University of California Davis, Davis, CA, 95616, United States
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Witkowski PP, Geng JJ. Learned Feature Variability Predicts Visual Search and Working Memory Precision. J Vis 2019. [DOI: 10.1167/19.10.315a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Affiliation(s)
- Phillip P Witkowski
- Psychology, University of California, Davis
- Center for Mind and Brain, University of California, Davis
| | - Joy J Geng
- Psychology, University of California, Davis
- Center for Mind and Brain, University of California, Davis
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Abstract
Previous studies have tended to infer that reactive control is intact in aging populations because of evidence that proactive control is impaired and that older participants appear to favor reactive control strategies. However, most of these studies did not compare reactive control in young and older participants directly. In our study, a young (18 to 21 years old) and older (60+ years old) cohort engaged in a task that assesses reactive distractor suppression where participants had to discriminate between an upright and inverted T-shape in the presence of a salient or nonsalient distractor. In previous studies using this paradigm (DiQuattro & Geng, 2011) young participants reactively used the salient distractor as an anticue and performed better (faster reaction time [RT] and higher accuracy) when it was present. It was found that older participants were not able to reactively suppress the salient distractor with a 200-ms display but were able to do so with a 600-ms display. It was concluded that the initiation of reactive suppression is delayed for older participants, but that effective suppression is possible given enough time. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Affiliation(s)
| | - Joy J Geng
- Department of Psychology, University of California, Davis
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Won BY, Kosoyan M, Geng JJ. Evidence for second-order singleton suppression based on probabilistic expectations. J Exp Psychol Hum Percept Perform 2019; 45:125-138. [PMID: 30596437 DOI: 10.1037/xhp0000594] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Decades of research in attention have shown that salient distractors (e.g., a color singleton) tend to capture attention. However, in most studies, singleton distractors are just as likely to be present as absent. We therefore have little knowledge of how probabilistic expectations of the salient distractor's occurrence and features affect suppression. In three experiments, we explored this question by manipulating the frequency of a singleton distractor and the variability of its color within a search display. We found that increased expectations regarding the occurrence of the singleton distractor eliminated the singleton response time cost and reduced the number of first saccades to the singleton. In contrast, expectations regarding variability in the singleton color did not affect singleton capture. This was surprising and suggests the ability to suppress second-order salience over and above that of first-order features. We next inserted the probe display that included a to-be-reported letter inside each shape between search trials to measure if attention went to multiple objects. The letter in the singleton location was reported less often in the high-frequency condition, suggesting proactive suppression of expected singleton. Additionally, we found that trial-to-trial repetitions of a singleton (irrespective of its color and location) facilitated performance (i.e., singleton repetition priming), but repetitions of its specific color or location did not. Together our findings demonstrate that attentional capture by a color singleton distractor is attenuated by probabilistic expectations of its occurrence, but not of its color and location. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
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Affiliation(s)
- Bo-Yeong Won
- Center for Mind and Brain, University of California, Davis
| | - Mary Kosoyan
- Center for Mind and Brain, University of California, Davis
| | - Joy J Geng
- Center for Mind and Brain, University of California, Davis
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Abstract
Theories of attention hypothesize the existence of an "attentional template" that contains target features in working or long-term memory. It is often assumed that the template contents are veridical, but recent studies have found that this is not true when the distractor set is linearly separable from the target (e.g., all distractors are "yellower" than an orange-colored target). In such cases, the target representation in memory shifts away from distractor features (Navalpakkam & Itti, 2007) and develops a sharper boundary with distractors (Geng, DiQuattro, & Helm, 2017). These changes in the target template are presumed to increase the target-to-distractor psychological distinctiveness and lead to better attentional selection, but it remains unclear what characteristics of the distractor context produce shifting versus sharpening. Here, we tested the hypothesis that the template representation shifts whenever the distractor set (i.e., all of the distractors) is linearly separable from the target but asymmetrical sharpening occurs only when linearly separable distractors are highly target-similar. Our results were consistent, suggesting that template shifting and asymmetrical sharpening are 2 mechanisms that increase the representational distinctiveness of targets from expected distractors and improve visual search performance. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Abstract
Real world visual search targets are frequently imperfect perceptual matches to our internal target templates. For example, the same friend on different occasions is likely to wear different clothes, hairstyles, and accessories, but some of these may be more likely to vary than others. The ability to deal with template-to-target variability is important to visual search in natural environments, but we know relatively little about how feature variability is handled by the attentional system. In these studies, we test the hypothesis that top-down attentional biases are sensitive to the variance of target feature dimensions over time and prioritize information from less-variable dimensions. On each trial, subjects were shown a target cue composed of colored dots moving in a specific direction followed by a working memory probe (30%) or visual search display (70%). Critically, the target features in the visual search display differed from the cue, with one feature drawn from a distribution narrowly centered over the cued feature (low-variance dimension), and the other sampled from a broader distribution (high-variance dimension). The results demonstrate that subjects used knowledge of the likely cue-to-target variance to set template precision and bias attentional selection. Moreover, an individual's working memory precision for each feature predicted search performance. Our results suggest that observers are sensitive to the variance of feature dimensions within a target and use this information to weight mechanisms of attentional selection.
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Affiliation(s)
- Phillip Witkowski
- Center for Mind and Brain, University of California Davis, Davis, CA, 95616.,Department of Psychology, University of California Davis, Davis, CA, 95616
| | - Joy J Geng
- Center for Mind and Brain, University of California Davis, Davis, CA, 95616.,Department of Psychology, University of California Davis, Davis, CA, 95616
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Abstract
Feature-based attentional selection is accomplished by increasing the gain of sensory neurons encoding target-relevant features while decreasing that of other features. But how do these mechanisms work when targets and distractors share features? We investigated this in a simplified color–shape conjunction search task using ERP components (N2pc, PD, and SPCN) that index lateralized attentional processing. In Experiment 1, we manipulated the presence and frequency of color distractors while holding shape distractors constant. We tested the hypothesis that the color distractor would capture attention, requiring active suppression such that processing of the target can continue. Consistent with this hypothesis, we found that color distractors consistently captured attention, as indexed by a significant N2pc, but were reactively suppressed (indexed by PD). Interestingly, when the color distractor was present, target processing was sustained (indexed by SPCN), suggesting that the dynamics of attentional competition involved distractor suppression interlinked with sustained target processing. In Experiment 2, we examined the contribution of shape to the dynamics of attentional competition under similar conditions. In contrast to color distractors, shape distractors did not reliably capture attention, even when the color distractor was very frequent and attending to target shape would be beneficial. Together, these results suggest that target-colored objects are prioritized during color–shape conjunction search, and the ability to select the target is delayed while target-colored distractors are actively suppressed.
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Affiliation(s)
- Jeongmi Lee
- Korea Advanced Institute of Science and Technology, Daejeon, South Korea
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Abstract
Rhythm is a ubiquitous feature of music that induces specific neural modes of processing. In this
paper, we assess the potential of a stimulus-driven linear oscillator model (57)
to predict dynamic attention to complex musical rhythms on an instant-by-instant basis. We use
perceptual thresholds and pupillometry as attentional indices against which to test our model predictions.
During a deviance detection task, participants listened to continuously looping, multiinstrument,
rhythmic patterns, while being eye-tracked. Their task was to respond anytime they
heard an increase in intensity (dB SPL). An adaptive thresholding algorithm adjusted deviant intensity
at multiple probed temporal locations throughout each rhythmic stimulus. The oscillator
model predicted participants’ perceptual thresholds for detecting deviants at probed locations, with
a low temporal salience prediction corresponding to a high perceptual threshold and vice versa. A
pupil dilation response was observed for all deviants. Notably, the pupil dilated even when participants
did not report hearing a deviant. Maximum pupil size and resonator model output were significant
predictors of whether a deviant was detected or missed on any given trial. Besides the
evoked pupillary response to deviants, we also assessed the continuous pupillary signal to the
rhythmic patterns. The pupil exhibited entrainment at prominent periodicities present in the stimuli
and followed each of the different rhythmic patterns in a unique way. Overall, these results replicate
previous studies using the linear oscillator model to predict dynamic attention to complex
auditory scenes and extend the utility of the model to the prediction of neurophysiological signals,
in this case the pupillary time course; however, we note that the amplitude envelope of the acoustic
patterns may serve as a similarly useful predictor. To our knowledge, this is the first paper to show
entrainment of pupil dynamics by demonstrating a phase relationship between musical stimuli and
the pupillary signal.
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Bansal S, Robinson BM, Geng JJ, Leonard CJ, Hahn B, Luck SJ, Gold JM. The impact of reward on attention in schizophrenia. Schizophr Res Cogn 2018; 12:66-73. [PMID: 29928599 PMCID: PMC6007043 DOI: 10.1016/j.scog.2018.05.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Revised: 05/18/2018] [Accepted: 05/19/2018] [Indexed: 01/21/2023]
Abstract
Traditionally, attention was thought to be directed by either top-down goals or bottom-up salience. Recent studies have shown that the reward history of a stimulus feature also acts as a powerful attentional cue. This is particularly relevant in schizophrenia, which is characterized by motivational and attentional deficits. Here, we examine the impact of reward on selective attention. Forty-eight people with schizophrenia (PSZ) and 34 non-psychiatric control subject (NCS) discriminated the location of a target dot appearing inside a left circle or right circle. The circles were different colors, one of which was associated with reward via pre-training. In the first 2 blocks, targets were equally likely to appear in the left or right circle. In the last 4 blocks, the target was 75% likely on one side, thus allowing us to separately examine how attention was impacted by reward (color) and probability (location). PSZ had slower overall reaction times (RTs) than NCS. Both groups showed robust effects of spatial probability and reward history, with faster RTs for the rewarded color and for the more probable location. These effects were similar in PSZ and NCS. Negative symptom severity correlated with overall RT slowing, but there were no correlations between symptoms and reward-associated biasing of attention. PSZ demonstrated RT slowing but normal reward history and spatial probability-driven RT facilitation. These results are conceptually similar to prior findings showing intact implicit reward effects on response bias, and suggest that implicit processing of reward and probability is intact in PSZ.
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Affiliation(s)
- Sonia Bansal
- University of Maryland School of Medicine, Maryland Psychiatric Research Center, 55 Wade Avenue, Catonsville, MD 21228, United States
| | - Benjamin M. Robinson
- University of Maryland School of Medicine, Maryland Psychiatric Research Center, 55 Wade Avenue, Catonsville, MD 21228, United States
| | - Joy J. Geng
- Center for Mind & Brain and Department of Psychology, University of California, 1 Shields Avenue, Davis, CA 95616, United States
| | - Carly J. Leonard
- Department of Psychology, University of Colorado, 1200 Larimer Street, Denver, CO 80217-3364, United States
| | - Britta Hahn
- University of Maryland School of Medicine, Maryland Psychiatric Research Center, 55 Wade Avenue, Catonsville, MD 21228, United States
| | - Steven J. Luck
- Center for Mind & Brain and Department of Psychology, University of California, 1 Shields Avenue, Davis, CA 95616, United States
| | - James M. Gold
- University of Maryland School of Medicine, Maryland Psychiatric Research Center, 55 Wade Avenue, Catonsville, MD 21228, United States
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Abstract
Visual search for a target object occurs rapidly if there were no distractors to compete for attention, but this rarely happens in real-world environments. Distractors are almost always present and must be suppressed for target selection to succeed. Previous research suggests that one way this occurs is through the creation of a stimulus-specific distractor template. However, it remains unknown how information within such templates scale up with multiple distractors. Here we investigated the informational content of distractor templates created from repeated exposures to multiple distractors. We investigated this question using a visual search task in which participants searched for a gray square among colored squares. During "training," participants always saw the same set of colored distractors. During "testing," new distractor sets were interleaved with the trained distractors. The critical manipulation in each study was the distance (in color space) of the new test distractors from the trained distractors. We hypothesized that the pattern of distractor interference during testing would reveal the tuning of the suppression template: RTs should be commensurate with the degree to which distractor colors are encoded within the suppression template. Results from four experiments converged on the notion that the distractor template includes information about specific color values, but has broad "tuning," allowing suppression to generalize to new distractors. These results suggest that distractor templates, unlike target templates, encode multiple features and have broad representations, which have the advantage of generalizing suppression more easily to other potential distractors. (PsycINFO Database Record
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Affiliation(s)
- Bo-Yeong Won
- Center for Mind and Brain, University of California, Davis
| | - Joy J Geng
- Center for Mind and Brain, University of California, Davis
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Chechlacz M, Hansen PC, Geng JJ, Cazzoli D. Polarity-dependent Effects of Biparietal Transcranial Direct Current Stimulation on the Interplay between Target Location and Distractor Saliency in Visual Attention. J Cogn Neurosci 2018; 30:851-866. [PMID: 29393718 DOI: 10.1162/jocn_a_01242] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Visual attention allows the allocation of limited neural processing resources to stimuli based on their behavioral priorities. The selection of task-relevant visual targets entails the processing of multiple competing stimuli and the suppression of distractors that may be either perceptually salient or perceptually similar to targets. The posterior parietal cortex controls the interaction between top-down (task-driven) and bottom-up (stimulus-driven) processes competing for attentional selection, as well as spatial distribution of attention. Here, we examined whether biparietal transcranial direct current stimulation (tDCS) would modulate the interaction between top-down and bottom-up processes in visual attention. Visual attention function was assessed with a visual discrimination task, in which a lateralized target was presented alone or together with a contralateral, similar or salient, distractor. The accuracy and RTs were measured before and during three stimulation sessions (sham, right anodal/left cathodal, left anodal/right cathodal). The analyses demonstrated (i) polarity-dependent effects of tDCS on the accuracy of target discrimination, but only when the target was presented with a similar distractor; (ii) the tDCS-triggered effects on the accuracy of discriminating targets, accompanied by a similar distractor, varied according to the target location; and (iii) overall detrimental effects of tDCS on RTs were observed, regardless of target location, distractor type, and polarity of the stimulation. We conclude that the observed polarity, distractor type, and target location-dependent effects of biparietal tDCS on the accuracy of target detection resulted from both a modulation of the interaction between top-down and bottom-up attentional processes and the interhemispheric competition mechanisms guiding attentional selection and spatial deployment of attention.
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Abstract
Theories of attention commonly refer to the "attentional template" as the collection of features in working memory that represent the target of visual search. Many models of attention assume that the template contains a veridical representation of target features, but recent studies have shown that the target representation is "shifted" away from distractor features in order to optimize their distinctiveness and facilitate visual search. Here, we manipulated the probability of target-similar distractors during a visual search task in 2 groups, and separately measured the contents of the attentional template. We hypothesized that having a high probability of target-similar distractors would increase pressure to shift and/or sharpen the target representation in order to increase the distinctiveness of targets from distractors. We found that the high-similarity group experienced less distractor interference during visual search, but only for highly target-similar distractors. Additionally, while both groups shifted the target representation away from the actual target color, the high-similarity group also had a sharper representation of the target color. We conclude that the contents of the attentional template in working memory can be flexibly adjusted with multiple mechanisms to increase target-to-distractor distinctiveness and optimize attentional selection. (PsycINFO Database Record
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Affiliation(s)
- Joy J Geng
- Department of Psychology, University of California, Davis
| | | | - Jonathan Helm
- Center for Mind and Brain, University of California, Davis
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Geng JJ, Blumenfeld Z, Tyson TL, Minzenberg MJ. Pupil diameter reflects uncertainty in attentional selection during visual search. Front Hum Neurosci 2015; 9:435. [PMID: 26300759 PMCID: PMC4523788 DOI: 10.3389/fnhum.2015.00435] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 07/16/2015] [Indexed: 11/20/2022] Open
Abstract
Pupil diameter has long been used as a metric of cognitive processing. However, recent advances suggest that the cognitive sources of change in pupil size may reflect LC-NE function and the calculation of unexpected uncertainty in decision processes (Aston-Jones and Cohen, 2005; Yu and Dayan, 2005). In the current experiments, we explored the role of uncertainty in attentional selection on task-evoked changes in pupil diameter during visual search. We found that task-evoked changes in pupil diameter were related to uncertainty during attentional selection as measured by reaction time (RT) and performance accuracy (Experiments 1-2). Control analyses demonstrated that the results are unlikely to be due to error monitoring or response uncertainty. Our results suggest that pupil diameter can be used as an implicit metric of uncertainty in ongoing attentional selection requiring effortful control processes.
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Affiliation(s)
- Joy J Geng
- Center for Mind and Brain and Department of Psychology, University of California, Davis Davis, CA, USA ; Department of Psychology, University of California Davis Davis, CA, USA
| | - Zachary Blumenfeld
- Center for Mind and Brain and Department of Psychology, University of California, Davis Davis, CA, USA
| | - Terence L Tyson
- Center for Mind and Brain and Department of Psychology, University of California, Davis Davis, CA, USA
| | - Michael J Minzenberg
- Department of Psychiatry, University of California San Francisco School of Medicine San Francisco, CA, USA
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35
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Vossel S, Geng JJ, Friston KJ. Attention, predictions and expectations, and their violation: attentional control in the human brain. Front Hum Neurosci 2014; 8:490. [PMID: 25071520 PMCID: PMC4078908 DOI: 10.3389/fnhum.2014.00490] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Accepted: 06/17/2014] [Indexed: 11/15/2022] Open
Affiliation(s)
- Simone Vossel
- Wellcome Trust Centre for Neuroimaging, University College London London, UK ; Cognitive Neuroscience, Institute of Neuroscience and Medicine (INM-3), Research Centre Jülich Jülich, Germany
| | - Joy J Geng
- Department of Psychology, Center for Mind and Brain, University of California Davis Davis, USA
| | - Karl J Friston
- Wellcome Trust Centre for Neuroimaging, University College London London, UK
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Abstract
The ability to suppress distractors is critical for the successful completion of goal-oriented behaviors. This is particularly true for everyday behaviors that take time to accomplish and are frequently interrupted by unpredicted events (e.g., spotting a sale on a favorite drink while searching a grocery store for an apple). For one to continue with the intended goal, attention to the distractor must be reactively suppressed (i.e., terminated) so that the goal-oriented behavior may resume. Such reactive suppression can be contrasted with a proactive mechanism that anticipates the appearance of a distractor and suppresses related sensory processing in advance. In this review, I consider three aspects of distractor suppression: (a) the distinction between proactive and reactive mechanisms, (b) the conditions under which reactive distractor rejection can be rapid, and (c) the neural and cognitive processes necessary for controlling proactive and reactive distractor suppression.
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Affiliation(s)
- Joy J. Geng
- Center for Mind and Brain and Department of Psychology, University of California, Davis
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Abstract
Although visual fixations are commonly used to index stimulus-driven or internally-determined preference, recent evidence suggests that visual fixations can also be a source of decisional bias that moves selection toward the fixated object. These contrasting results raise the question of whether visual fixations always index comparative processes during choice-based tasks, or whether they might better reflect internal preferences when the decision does not carry any economic or corporeal consequences. In two experiments, participants chose which of two objects were more aesthetically pleasing (Exp.1) or appeared more organic (Exp.2), and provided independent aesthetic ratings of the stimuli. Our results demonstrated that fixation parameters were a better index of choice in both decisional domains than of aesthetic preference. The data support models in which visual fixations are specifically related to the evolution of decision processes even when the decision has no tangible consequences.
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Affiliation(s)
- Eve A. Isham
- Department of Psychology, Center for Mind and Brain, University of California, Davis, California, United States of America
| | - Joy J. Geng
- Department of Psychology, Center for Mind and Brain, University of California, Davis, California, United States of America
- * E-mail:
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38
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Abstract
The idea of two separate attention networks in the human brain for the voluntary
deployment of attention and the reorientation to unexpected events, respectively, has
inspired an enormous amount of research over the past years. In this review, we will
reconcile these theoretical ideas on the dorsal and ventral attentional system with recent
empirical findings from human neuroimaging experiments and studies in stroke patients. We
will highlight how novel methods—such as the analysis of effective connectivity or the
combination of neurostimulation with functional magnetic resonance imaging—have
contributed to our understanding of the functionality and interaction of the two systems.
We conclude that neither of the two networks controls attentional processes in isolation
and that the flexible interaction between both systems enables the dynamic control of
attention in relation to top-down goals and bottom-up sensory stimulation. We discuss
which brain regions potentially govern this interaction according to current task
demands.
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Affiliation(s)
- Simone Vossel
- 1Cognitive Neuroscience, Institute of Neuroscience & Medicine (INM-3), Research Centre Juelich, Germany
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Geng JJ, Soosman S, Sun Y, DiQuattro NE, Stankevitch B, Minzenberg MJ. A Match Made by Modafinil: Probability Matching in Choice Decisions and Spatial Attention. J Cogn Neurosci 2013. [DOI: 10.1162/jocn_a_00333] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Abstract
When predicting where a target or reward will be, participants tend to choose each location commensurate with the true underlying probability (i.e., probability match). The strategy of probability matching involves independent sampling of high and low probability locations on separate trials. In contrast, models of probabilistic spatial attention hypothesize that on any given trial attention will either be weighted toward the high probability location or be distributed equally across all locations. Thus, the strategies of probabilistic sampling by choice decisions and spatial attention appear to differ with regard to low-probability events. This distinction is somewhat surprising because similar brain mechanisms (e.g., pFC-mediated cognitive control) are thought to be important in both functions. Thus, the goal of the current study was to examine the relationship between choice decisions and attentional selection within single trials to test for any strategic differences, then to determine whether that relationship is malleable to manipulations of catecholamine-modulated cognitive control with the drug modafinil. Our results demonstrate that spatial attention and choice decisions followed different strategies of probabilistic information selection on placebo, but that modafinil brought the pattern of spatial attention into alignment with that of predictive choices. Modafinil also produced earlier learning of the probability distribution. Together, these results suggest that enhancing cognitive control mechanisms (e.g., through prefrontal cortical function) leads spatial attention to follow choice decisions in selecting information according to rule-based expectations.
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Isham EA, Geng JJ. Rewarding performance feedback alters reported time of action. Conscious Cogn 2011; 20:1577-85. [DOI: 10.1016/j.concog.2011.08.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2011] [Revised: 08/01/2011] [Accepted: 08/02/2011] [Indexed: 12/01/2022]
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Rotshtein P, Soto D, Grecucci A, Geng JJ, Humphreys GW. The role of the pulvinar in resolving competition between memory and visual selection: A functional connectivity study. Neuropsychologia 2011; 49:1544-52. [DOI: 10.1016/j.neuropsychologia.2010.12.002] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2010] [Revised: 11/22/2010] [Accepted: 12/02/2010] [Indexed: 10/18/2022]
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Mazaheri A, DiQuattro NE, Bengson J, Geng JJ. Pre-stimulus activity predicts the winner of top-down vs. bottom-up attentional selection. PLoS One 2011; 6:e16243. [PMID: 21386896 PMCID: PMC3046127 DOI: 10.1371/journal.pone.0016243] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2010] [Accepted: 12/08/2010] [Indexed: 11/30/2022] Open
Abstract
Our ability to process visual information is fundamentally limited. This leads to competition between sensory information that is relevant for top-down goals and sensory information that is perceptually salient, but task-irrelevant. The aim of the present study was to identify, from EEG recordings, pre-stimulus and pre-saccadic neural activity that could predict whether top-down or bottom-up processes would win the competition for attention on a trial-by-trial basis. We employed a visual search paradigm in which a lateralized low contrast target appeared alone, or with a low (i.e., non-salient) or high contrast (i.e., salient) distractor. Trials with a salient distractor were of primary interest due to the strong competition between top-down knowledge and bottom-up attentional capture. Our results demonstrated that 1) in the 1-sec pre-stimulus interval, frontal alpha (8–12 Hz) activity was higher on trials where the salient distractor captured attention and the first saccade (bottom-up win); and 2) there was a transient pre-saccadic increase in posterior-parietal alpha (7–8 Hz) activity on trials where the first saccade went to the target (top-down win). We propose that the high frontal alpha reflects a disengagement of attentional control whereas the transient posterior alpha time-locked to the saccade indicates sensory inhibition of the salient distractor and suppression of bottom-up oculomotor capture.
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Affiliation(s)
- Ali Mazaheri
- Center for Mind and Brain, University of California Davis, Davis, California, United States of America.
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43
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Geng JJ, Mangun GR. Right temporoparietal junction activation by a salient contextual cue facilitates target discrimination. Neuroimage 2010; 54:594-601. [PMID: 20728548 DOI: 10.1016/j.neuroimage.2010.08.025] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2010] [Revised: 08/11/2010] [Accepted: 08/13/2010] [Indexed: 10/19/2022] Open
Abstract
The right temporoparietal junction (R TPJ) is involved in stimulus-driven attentional control in response to the appearance of an unexpected target or a distractor that shares features with a task-relevant target. An unresolved question is whether these responses in R TPJ are due simply to the presence of a stimulus that is a potential target, or instead responds to any task-relevant information. Here, we addressed this issue by testing the sensitivity of R TPJ to a perceptually salient, non-target stimulus - a contextual cue. Although known to be a non-target, the contextual cue carried probabilistic information regarding the presence of a target in the opposite visual field. The contextual cue was therefore always of potential behavioral relevance, but only sometimes paired with a target. The appearance of the contextual cue alone increased activation in R TPJ, but more so when it appeared with a target. There was also greater connectivity between R TPJ and a network of attentional control and decision areas when the contextual cue was present. These results demonstrate that R TPJ is involved in the stimulus-driven representation of task-relevant information that can be used to engage an appropriate behavioral response.
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Affiliation(s)
- Joy J Geng
- Center for Mind and Brain, University of California, Davis, Davis, CA 95618, USA.
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Abstract
Abstract
Frontal eye fields (FEF) and anterior intraparietal sulcus (aIPS) are involved in the control of voluntary attention in humans, but their functional differences remain poorly understood. We examined the activity in these brain regions as a function of task-irrelevant changes in target and nontarget perceptual salience during a sustained spatial attention task. Both aIPS and FEF were engaged during selective attention. FEF, but not aIPS, was sensitive to the direction of spatial attention. Conversely, aIPS, but not FEF, was modulated by the relative perceptual salience of the target and nontarget stimuli. These results demonstrate separable roles for FEF and aIPS in attentional control with FEF more involved in goal-directed spatial attention and aIPS relatively more sensitive to bottom–up attentional influences driven by stimulus salience.
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Geng JJ, Ruff CC, Driver J. Saccades to a remembered location elicit spatially specific activation in human retinotopic visual cortex. J Cogn Neurosci 2009; 21:230-45. [PMID: 18510442 DOI: 10.1162/jocn.2008.21025] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
The possible impact upon human visual cortex from saccades to remembered target locations was investigated using functional magnetic resonance imaging (fMRI). A specific location in the upper-right or upper-left visual quadrant served as the saccadic target. After a delay of 2,400 msec, an auditory signal indicated whether to execute a saccade to that location (go trial) or to cancel the saccade and remain centrally fixated (no-go). Group fMRI analysis revealed activation specific to the remembered target location for executed saccades, in the contralateral lingual gyrus. No-go trials produced similar, albeit significantly reduced, effects. Individual retinotopic mapping confirmed that on go trials, quadrant-specific activations arose in those parts of ventral V1, V2, and V3 that coded the target location for the saccade, whereas on no-go trials, only the corresponding parts of V2 and V3 were significantly activated. These results indicate that a spatial-motor saccadic task (i.e., making an eye movement to a remembered location) is sufficient to activate retinotopic visual cortex spatially corresponding to the target location, and that this activation is also present (though reduced) when no saccade is executed. We discuss the implications of finding that saccades to remembered locations can affect early visual cortex, not just those structures conventionally associated with eye movements, in relation to recent ideas about attention, spatial working memory, and the notion that recently activated representations can be "refreshed" when needed.
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Affiliation(s)
- Joy J Geng
- UCL Institute of Cognitive Neuroscience, UK.
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Rotshtein P, Geng JJ, Driver J, Dolan RJ. Role of features and second-order spatial relations in face discrimination, face recognition, and individual face skills: behavioral and functional magnetic resonance imaging data. J Cogn Neurosci 2007; 19:1435-52. [PMID: 17714006 PMCID: PMC2600425 DOI: 10.1162/jocn.2007.19.9.1435] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
We compared the contribution of featural information and second-order spatial relations (spacing between features) in face processing. A fully factorial design has the same or different "features" (eyes, mouth, and nose) across two successive displays, whereas, orthogonally, the second-order spatial relations between those features were the same or different. The range of such changes matched the possibilities within the population of natural face images. Behaviorally, we found that judging whether two successive faces depicted the same person was dominated by features, although second-order spatial relations also contributed. This influence of spatial relations correlated, for individual subjects, with their skill at recognition of faces (as famous, or as previously exposed) in separate behavioral tests. Using the same repetition design in functional magnetic resonance imaging, we found feature-dependent effects in the lateral occipital and right fusiform regions. In addition, there were spatial relation effects in the bilateral inferior occipital gyrus and right fusiform that correlated with individual differences in (separately measured) behavioral sensitivity to those changes. The results suggest that featural and second-order spatial relation aspects of faces make distinct contributions to behavioral discrimination and recognition, with features contributing most to face discrimination and second-order spatial relational aspects correlating best with recognition skills. Distinct neural responses to these aspects were found with functional magnetic resonance imaging, particularly when individual skills were taken into account for the impact of second-order spatial relations.
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Geng JJ, Eger E, Ruff CC, Kristjánsson A, Rotshtein P, Driver J. On-Line Attentional Selection From Competing Stimuli in Opposite Visual Fields: Effects on Human Visual Cortex and Control Processes. J Neurophysiol 2006; 96:2601-12. [PMID: 16855105 DOI: 10.1152/jn.01245.2005] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
We used fMRI to investigate competition and on-line attentional selection between targets and distractors in opposite visual hemifields. Displays comprised a high-contrast square-wave grating, defined as target by its orientation, presented alone (unilateral) or with a similar distractor of orthogonal orientation in the opposite hemifield (bilateral displays). The target appeared unpredictably on the left or right, precluding anticipatory attention to one side. We found greater activation in target-contralateral superior occipital gyrus for unilateral than for bilateral displays, indicating suppression of the target’s visual representation by distractor presence despite the competing distractor projecting to a different occipital hemisphere. Several frontal and parietal regions showed greater activation for bilateral than unilateral trials, suggesting involvement in on-line attentional selection. This was particularly pronounced for regions in bilateral intraparietal sulcus (IPS), which also showed greater functional coupling with occipital cortex specifically on bilateral trials that required selection plus some repetition-suppression effects when target side was repeated, but again only on bilateral trials requiring selection. Our results indicate that competition between visual stimuli in opposite hemifields can influence occipital cortex, and implicate IPS in resolution of this competition by selection.
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Affiliation(s)
- Joy J Geng
- UCL Institute of Cognitive Neuroscience, University College London, London, United Kingdom.
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Friston KJ, Rotshtein P, Geng JJ, Sterzer P, Henson RN. A critique of functional localisers. Neuroimage 2006; 30:1077-87. [PMID: 16635579 DOI: 10.1016/j.neuroimage.2005.08.012] [Citation(s) in RCA: 277] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2005] [Revised: 07/19/2005] [Accepted: 08/15/2005] [Indexed: 11/26/2022] Open
Abstract
In this critique, we review the usefulness of functional localising scans in functional MRI studies. We consider their conceptual motivations and the implications for experimental design and inference. Functional localisers can often be viewed as acquiring data from cells that have been removed from an implicit factorial design. This perspective reveals their potentially restrictive nature. We deconstruct two examples from the recent literature to highlight the key issues. We conclude that localiser scans can be unnecessary and, in some instances, lead to a biased and inappropriately constrained characterisation of functional anatomy.
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Affiliation(s)
- K J Friston
- The Wellcome Department of Imaging Neuroscience, Institute of Neurology, UCL, 12 Queen Square, London WC1N 3BG, UK.
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Geng JJ, Behrmann M. Competition between simultaneous stimuli modulated by location probability in hemispatial neglect. Neuropsychologia 2006; 44:1050-60. [PMID: 16330056 DOI: 10.1016/j.neuropsychologia.2005.10.026] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2005] [Revised: 09/21/2005] [Accepted: 10/30/2005] [Indexed: 10/25/2022]
Abstract
Many aspects of spatial neglect can be explained as arising from competition for attentional selection, with salient ipsilesional stimuli emerging as the winner more often than contralesional stimuli. The outcome of the competition, however, can be affected both by bottom-up perceptual factors such as the gestalt properties of the display and by top-down factors such as expectancy or stimulus blocking. This study examines whether the competition for attentional selection can be modulated by manipulating the probability of the target's location in hemispatial neglect. Five patients with left-sided hemispatial neglect and a group of control participants performed a visual target discrimination task. In equal probability blocks, the target appeared randomly in any of six possible horizontal locations (three left, three right) whereas in biased blocks, the target appeared in the mid-location on the left on 50% of the trials and in each of the other locations on 10% of the trials. The target appeared either alone or was accompanied by a distractor on the opposite side. The results showed that the spatial bias facilitated detection of all left-sided targets in the neglect group, but was more spatially specific in the control group. Furthermore, while distractors on either side interfered with target processing in both groups, the patterns differed across the visual field. Finally, the magnitude of facilitation due to the bias was greatest in the condition with the most inhibition, i.e. a left-sided target accompanied by a right-sided distractor in the neglect group. These data underscore the competitive push-pull relationship between different bottom-up and top-down attentional factors, particularly within neglect patients, in whom a strong ipsilesional attentional bias already exists.
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Affiliation(s)
- Joy J Geng
- Institute of Cognitive Neuroscience, University College London, 17 Queen Square, London WC1N 3AR, UK.
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Abstract
We investigated the role of spatial probabilities in target location during participants' performance of a visual search task. Experiments 1 and 2 demonstrated that spatial probabilities could serve as a powerful attentional bias that produced faster detection of targets in high-probability locations than of those in low- or random-probability locations. The effect could not be explained by repetition priming alone. Moreover, responses to targets in low-probability locations were slowed only when a distractor was present in the high-probability location. In Experiments 3-5, we compared the effects of spatial probability with an explicit endogenous cue and a salient exogenous cue. Facilitation due to spatial probability was independent of any benefit afforded by the explicit endogenous cue but interacted with the salient exogenous cue, such that the exogenous cue validity effect was compressed for targets in the high-probability location. Together, these results suggest that the spatial probabilities governing target location constitute a potent bias of visual processing and, as such, can be considered an attentional cue that differs from both typical explicit endogenous and salient exogenous cues.
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Affiliation(s)
- Joy J Geng
- Carnegie Mellon University and Center for the Neural Basis of Cognition, Pittsburgh, Pennsylvania, USA.
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