Studying visual attention using the multiple object tracking paradigm: A tutorial review

Human observers are capable of tracking multiple objects among identical distractors based only on their spatiotemporal information. Since the first report of this ability in the seminal work of Pylyshyn and Storm (1988, Spatial Vision, 3, 179–197), multiple object tracking has attracted many researchers. A reason for this is that it is commonly argued that the attentional processes studied with the multiple object paradigm apparently match the attentional processing during real-world tasks such as driving or team sports. We argue that multiple object tracking provides a good mean to study the broader topic of continuous and dynamic visual attention. Indeed, several (partially contradicting) theories of attentive tracking have been proposed within the almost 30 years since its first report, and a large body of research has been conducted to test these theories. With regard to the richness and diversity of this literature, the aim of this tutorial review is to provide researchers who are new in the field of multiple object tracking with an overview over the multiple object tracking paradigm, its basic manipulations, as well as links to other paradigms investigating visual attention and working memory. Further, we aim at reviewing current theories of tracking as well as their empirical evidence. Finally, we review the state of the art in the most prominent research fields of multiple object tracking and how this research has helped to understand visual attention in dynamic settings.

[1]  Markus Huff,et al.  Eye movements across viewpoint changes in multiple object tracking , 2010 .

[2]  Ranxiao Frances Wang,et al.  Active and passive scene recognition across views , 1999, Cognition.

[3]  J. Wagemans,et al.  Brief Report: Reduced Grouping Interference in Children with ASD: Evidence from a Multiple Object Tracking Task , 2014, Journal of autism and developmental disorders.

[4]  J. Wolfe,et al.  Tracking unique objects , 2007, Perception & psychophysics.

[5]  Lana M Trick,et al.  Multiple-object tracking while driving: the multiple-vehicle tracking task , 2014, Attention, perception & psychophysics.

[6]  Jonathan I. Flombaum,et al.  Close encounters of the distracting kind: Identifying the cause of visual tracking errors , 2012, Attention, Perception, & Psychophysics.

[7]  Lana M. Trick,et al.  Short Article: Sequential Tapping Interferes Selectively with Multiple-Object Tracking: Do Finger-Tapping and Tracking Share a Common Resource? , 2006, Quarterly journal of experimental psychology.

[8]  E. DeYoe,et al.  Mapping striate and extrastriate visual areas in human cerebral cortex. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[9]  J. Hoffman,et al.  Developmental profiles for multiple object tracking and spatial memory: typically developing preschoolers and people with Williams syndrome. , 2010, Developmental science.

[10]  A. Kramer,et al.  Splitting the Beam: Distribution of Attention Over Noncontiguous Regions of the Visual Field , 1995 .

[11]  Markus Huff,et al.  Not FLEXible enough: Exploring the temporal dynamics of attentional reallocations with the multiple object tracking paradigm. , 2016, Journal of experimental psychology. Human perception and performance.

[12]  Steven J. Luck,et al.  Multiple mechanisms of visual-spatial attention: recent evidence from human electrophysiology , 1995, Behavioural Brain Research.

[13]  Markus Huff,et al.  Distractor Locations Influence Multiple Object Tracking Beyond Interobject Spacing: Evidence From Equidistant Distractor Displacements. , 2015, Experimental psychology.

[14]  M. Posner,et al.  Orienting of Attention* , 1980, The Quarterly journal of experimental psychology.

[15]  Jonathan I. Flombaum,et al.  Attentional resources in visual tracking through occlusion: The high-beams effect , 2008, Cognition.

[16]  B. Bridgeman,et al.  Immediate post-saccadic information mediates space constancy , 1998, Vision Research.

[17]  Todd S Horowitz,et al.  Direction information in multiple object tracking is limited by a graded resource , 2010, Attention, perception & psychophysics.

[18]  Z. Pylyshyn Some puzzling findings in multiple object tracking: I. Tracking without keeping track of object identities , 2004 .

[19]  C. Liu,et al.  Beauty is Better Pursued: Effects of Attractiveness in Multiple-Face Tracking , 2012, Quarterly journal of experimental psychology.

[20]  Alex O. Holcombe,et al.  Position representations lag behind targets in multiple object tracking , 2011, Vision Research.

[21]  Daniel Memmert,et al.  The relationship between visual attention and expertise in sports. , 2009 .

[22]  Z. Pylyshyn,et al.  Multiple object tracking and attentional processing. , 2000, Canadian journal of experimental psychology = Revue canadienne de psychologie experimentale.

[23]  Yan Ye,et al.  The Role of Spatial Configuration in Multiple Identity Tracking , 2014, PloS one.

[24]  Hilda M. Fehd,et al.  Looking at the center of the targets helps multiple object tracking. , 2010, Journal of vision.

[25]  Ian M. Thornton,et al.  Does action disrupt Multiple Object Tracking (MOT) , 2015 .

[26]  Markus Huff,et al.  A single unexpected change in target- but not distractor motion impairs multiple object tracking , 2013, i-Perception.

[27]  Markus H. Sneve,et al.  Pupil size signals mental effort deployed during multiple object tracking and predicts brain activity in the dorsal attention network and the locus coeruleus. , 2014, Journal of vision.

[28]  Jukka Hyönä,et al.  Dynamic binding of identity and location information: A serial model of multiple identity tracking , 2008, Cognitive Psychology.

[29]  David C Burr,et al.  Long-term effects of monocular deprivation revealed with binocular rivalry gratings modulated in luminance and in color. , 2013, Journal of vision.

[30]  Hauke S. Meyerhoff,et al.  Upside-Down: Perceived Space Affects Object-Based Attention , 2017, Journal of experimental psychology. Human perception and performance.

[31]  Gregory J Zelinsky,et al.  The role of "rescue saccades" in tracking objects through occlusions. , 2010, Journal of vision.

[32]  Adriane E. Seiffert,et al.  Self-motion impairs multiple-object tracking , 2010, Cognition.

[33]  Cary S Feria,et al.  Attentional prioritizations based on spatial probabilities can be maintained on multiple moving objects , 2010, Attention, perception & psychophysics.

[34]  Daniel C. Richardson,et al.  Multimodal events and moving locations: eye movements of adults and 6-month-olds reveal dynamic spatial indexing. , 2004, Journal of experimental psychology. General.

[35]  P. Howe,et al.  The coordinate systems used in visual tracking , 2010, Vision Research.

[36]  Zenon W. Pylyshyn,et al.  Multiple object tracking , 2007, Scholarpedia.

[37]  Hilda M. Fehd,et al.  Eye movements during multiple object tracking: Where do participants look? , 2008, Cognition.

[38]  R. Marois,et al.  Attentive tracking disrupts feature binding in visual working memory , 2009, Visual cognition.

[39]  Brandon M. Liverence,et al.  Selective Attention Warps Spatial Representation , 2011, Psychological science.

[40]  P. Cavanagh,et al.  Attention Response Functions Characterizing Brain Areas Using fMRI Activation during Parametric Variations of Attentional Load , 2001, Neuron.

[41]  J. Hoffman,et al.  Multiple Object Tracking in People With Williams Syndrome and in Normally Developing Children , 2005, Psychological science.

[42]  Joan López-Moliner,et al.  Motion signal and the perceived positions of moving objects. , 2007, Journal of vision.

[43]  Cary S Feria,et al.  The Effects of Distractors in Multiple Object Tracking are Modulated by the Similarity of Distractor and Target Features , 2012, Perception.

[44]  Trafton Drew,et al.  Remapping attention in multiple object tracking , 2011, Vision Research.

[45]  K L Shapiro,et al.  Optokinetic backgrounds affect perceived velocity during ocular tracking , 1984, Perception & psychophysics.

[46]  P. Cavanagh,et al.  Cortical fMRI activation produced by attentive tracking of moving targets. , 1998, Journal of neurophysiology.

[47]  S. Yantis Multielement visual tracking: Attention and perceptual organization , 1992, Cognitive Psychology.

[48]  Z. Pylyshyn Some puzzling findings in multiple object tracking (MOT): II. Inhibition of moving nontargets , 2006 .

[49]  Z. Pylyshyn The role of location indexes in spatial perception: A sketch of the FINST spatial-index model , 1989, Cognition.

[50]  Jeremy M Wolfe,et al.  Multiple object juggling: Changing what is tracked during extended multiple object tracking , 2007, Psychonomic bulletin & review.

[51]  T. Horowitz,et al.  Attentional enhancement during multiple-object tracking , 2009, Psychonomic bulletin & review.

[52]  James C. Christensen,et al.  Reallocating attention during multiple object tracking , 2012, Attention, perception & psychophysics.

[53]  Lin Chen,et al.  Topological change disturbs object continuity in attentive tracking , 2010, Proceedings of the National Academy of Sciences.

[54]  P. Kellman,et al.  Attentional Signatures of Perception: Multiple Object Tracking Reveals the Automaticity of Contour Interpolation Interpolation as an Attention-driving Process? or vice Versa? , 2022 .

[55]  George A. Alvarez,et al.  Natural-Scene Perception Requires Attention , 2011, Psychological science.

[56]  Jason M. Scimeca,et al.  Tracking Multiple Objects Is Limited Only by Object Spacing, Not by Speed, Time, or Capacity , 2010, Psychological science.

[57]  Michael A. Cohen,et al.  Telephone conversation impairs sustained visual attention via a central bottleneck , 2008, Psychonomic bulletin & review.

[58]  Muge M. Bakircioglu,et al.  Mapping visual cortex in monkeys and humans using surface-based atlases , 2001, Vision Research.

[59]  Maro G. Machizawa,et al.  Neural measures reveal individual differences in controlling access to working memory , 2005, Nature.

[60]  Xiaolan Fu,et al.  Do objects in working memory compete with objects in perception? , 2010 .

[61]  Laura E. Thomas,et al.  How Many Objects are You Worth? Quantification of the Self-Motion Load on Multiple Object Tracking , 2011, Front. Psychology.

[62]  Markus Huff,et al.  Continuous visual cues trigger automatic spatial target updating in dynamic scenes , 2011, Cognition.

[63]  Peter McGeorge,et al.  Multiple-Target Tracking: A Role for Working Memory? , 2006, Quarterly journal of experimental psychology.

[64]  Brian D. Fisher,et al.  Evidence against a speed limit in multiple-object tracking , 2008, Psychonomic bulletin & review.

[65]  S J Luck,et al.  Effects of spatial cuing on luminance detectability: psychophysical and electrophysiological evidence for early selection. , 1994, Journal of experimental psychology. Human perception and performance.

[66]  Jeremy M Wolfe,et al.  How do we track invisible objects? , 2006, Psychonomic bulletin & review.

[67]  J. Hyönä,et al.  Is multiple object tracking carried out automatically by an early vision mechanism independent of higher‐order cognition? An individual difference approach , 2004 .

[68]  Adriane E Seiffert,et al.  Tracking planets and moons: mechanisms of object tracking revealed with a new paradigm , 2011, Attention, perception & psychophysics.

[69]  Z. Pylyshyn,et al.  What is a visual object? Evidence from target merging in multiple object tracking , 2001, Cognition.

[70]  George A Alvarez,et al.  How many objects can you track? Evidence for a resource-limited attentive tracking mechanism. , 2007, Journal of vision.

[71]  Markus Huff,et al.  Viewpoint matters: Exploring the involvement of reference frames in multiple object tracking from a developmental perspective , 2016 .

[72]  Markus Huff,et al.  Object-Based Integration of Motion Information during Attentive Tracking , 2013, Perception.

[73]  R. Sekuler,et al.  Age-Related Changes in Attentional Tracking of Multiple Moving Objects , 2008, Perception.

[74]  Todd S. Horowitz,et al.  Can we track holes? , 2011, Vision Research.

[75]  Z W Pylyshyn,et al.  Tracking multiple independent targets: evidence for a parallel tracking mechanism. , 1988, Spatial vision.

[76]  Z. Pylyshyn,et al.  Tracking Multiple Items Through Occlusion: Clues to Visual Objecthood , 1999, Cognitive Psychology.

[77]  Adriane E. Seiffert,et al.  Attentional costs in multiple-object tracking , 2008, Cognition.

[78]  C. Frith,et al.  Differential Activation of Right Superior Parietal Cortex and Intraparietal Sulcus by Spatial and Nonspatial Attention , 1998, NeuroImage.

[79]  Patrick Cavanagh,et al.  Within-Hemifield Competition in Early Visual Areas Limits the Ability to Track Multiple Objects with Attention , 2014, The Journal of Neuroscience.

[80]  George A. Alvarez,et al.  The capacity of visual short-term memory is set by total information load, not number of objects , 2010 .

[81]  Piers D L Howe,et al.  Extrapolation occurs in multiple object tracking when eye movements are controlled , 2015, Attention, perception & psychophysics.

[82]  P McGeorge,et al.  Multiple-object tracking: the binding of spatial location and featural identity. , 2011, Experimental psychology.

[83]  S. Luck,et al.  Discrete fixed-resolution representations in visual working memory , 2008, Nature.

[84]  Pierre Bessière,et al.  Bayesian models of eye movement selection with retinotopic maps , 2009, Biological Cybernetics.

[85]  L. Trick,et al.  Age-related differences in multiple-object tracking. , 2005, The journals of gerontology. Series B, Psychological sciences and social sciences.

[86]  R. Sekuler,et al.  EEG Correlates of Attentional Load during Multiple Object Tracking , 2011, PloS one.

[87]  J. Hyönä,et al.  How facial attractiveness affects sustained attention. , 2016, Scandinavian journal of psychology.

[88]  P. Cavanagh,et al.  Independent Resources for Attentional Tracking in the Left and Right Visual Hemifields , 2005, Psychological science.

[89]  C. S. Green,et al.  Enumeration versus multiple object tracking: the case of action video game players , 2006, Cognition.

[90]  P. Lennie Single Units and Visual Cortical Organization , 1998, Perception.

[91]  Sakuichi Ohtsuka,et al.  Attentive tracking of moving objects in real 3D space , 2015, Vision Research.

[92]  Gillian L. Moritz,et al.  Selective advantages of mono- and dichromatic vision among nocturnal primates , 2010 .

[93]  Todd S Horowitz,et al.  Automatic feature-based grouping during multiple object tracking. , 2011, Journal of experimental psychology. Human perception and performance.

[94]  R. Rafal,et al.  Shifting visual attention between objects and locations: evidence from normal and parietal lesion subjects. , 1994, Journal of experimental psychology. General.

[95]  R. Marois,et al.  Distinct Capacity Limits for Attention and Working Memory , 2006, Psychological science.

[96]  J. Hulleman The mathematics of multiple object tracking: From proportions correct to number of objects tracked , 2005, Vision Research.

[97]  Uwe J. Ilg,et al.  The role of areas MT and MST in coding of visual motion underlying the execution of smooth pursuit , 2008, Vision Research.

[98]  Justin M. Ericson,et al.  Compensating for Failed Attention While Driving , 2017 .

[99]  Z. Pylyshyn,et al.  Is motion extrapolation employed in multiple object tracking? Tracking as a low-level, non-predictive function , 2006, Cognitive Psychology.

[100]  James T Enns,et al.  Multiple-object tracking is based on scene, not retinal, coordinates. , 2005, Journal of experimental psychology. Human perception and performance.

[101]  A. Holcombe,et al.  Exhausting attentional tracking resources with a single fast-moving object , 2012, Cognition.

[102]  Steven L Franconeri,et al.  Selecting and tracking multiple objects. , 2015, Wiley interdisciplinary reviews. Cognitive science.

[103]  J. Wolfe,et al.  Delineating the Neural Signatures of Tracking Spatial Position and Working Memory during Attentive Tracking , 2011, The Journal of Neuroscience.

[104]  Todd S Horowitz,et al.  Distinguishing between parallel and serial accounts of multiple object tracking. , 2010, Journal of vision.

[105]  Markus Huff,et al.  Spatial reference in multiple object tracking. , 2012, Experimental psychology.

[106]  Jean-François Delvenne,et al.  The capacity of visual short-term memory within and between hemifields , 2005, Cognition.

[107]  Tenenbaum Joshua Statistical decision theory and the allocation of cognitive resources in multiple object tracking , 2009 .

[108]  P. Cavanagh,et al.  Tracking multiple targets with multifocal attention , 2005, Trends in Cognitive Sciences.

[109]  M. Lotze,et al.  Brain activation during spatial updating and attentive tracking of moving targets , 2012, Brain and Cognition.

[110]  Z. Pylyshyn Some primitive mechanisms of spatial attention , 1994, Cognition.

[111]  Akihiro Yagi,et al.  Contextual cueing in multiple object tracking , 2009 .

[112]  J. Lukavský,et al.  Gaze position lagging behind scene content in multiple object tracking: Evidence from forward and backward presentations , 2016, Attention, perception & psychophysics.

[113]  Li Li,et al.  Perception of heading during rotation: sufficiency of dense motion parallax and reference objects , 2000, Vision Research.

[114]  N. Kanwisher,et al.  Multiple Object Tracking in Autism Spectrum Disorders , 2012, Journal of Autism and Developmental Disorders.

[115]  G. Glover,et al.  Retinotopic organization in human visual cortex and the spatial precision of functional MRI. , 1997, Cerebral cortex.

[116]  Viola S. Störmer,et al.  Feature-based interference from unattended visual field during attentional tracking in younger and older adults. , 2011, Journal of vision.

[117]  G. Alvarez,et al.  How many locations can be selected at once? , 2007, Journal of experimental psychology. Human perception and performance.

[118]  Cary S Feria The distribution of attention within objects in multiple-object scenes: Prioritization by spatial probabilities and a center bias , 2008, Perception & psychophysics.

[119]  R. Allen,et al.  Attention and expertise in multiple target tracking , 2004 .

[120]  Mark D Lapierre,et al.  Visually Tracking and Localizing Expanding and Contracting Objects , 2013, Perception.

[121]  Helga C. Arsenio,et al.  Do multielement visual tracking and visual search draw continuously on the same visual attention resources? , 2005, Journal of experimental psychology. Human perception and performance.

[122]  Z. Pylyshyn Things and Places: How the Mind Connects with the World , 2007 .

[123]  Daphne Bavelier,et al.  Differential development of visual attention skills in school-age children , 2010, Vision Research.

[124]  Geoffrey F Woodman,et al.  Serial deployment of attention during visual search. , 2003, Journal of experimental psychology. Human perception and performance.

[125]  Alex O Holcombe,et al.  Object tracking: absence of long-range spatial interference supports resource theories. , 2014, Journal of vision.

[126]  J. Jonides,et al.  Overlapping mechanisms of attention and spatial working memory , 2001, Trends in Cognitive Sciences.

[127]  Eileen Kowler,et al.  Localization of shapes: eye movements and perception compared , 2003, Vision Research.

[128]  Markus Huff,et al.  Tracking multiple objects across abrupt viewpoint changes , 2009 .

[129]  J. Wagemans,et al.  Multiple Object Tracking Reveals Object-Based Grouping Interference in Children with ASD , 2018, Journal of autism and developmental disorders.

[130]  Nicole L Jardine,et al.  Tracking objects that move where they are headed , 2011, Attention, perception & psychophysics.

[131]  Laurie M Wilcox,et al.  A reevaluation of the tolerance to vertical misalignment in stereopsis. , 2009, Journal of vision.

[132]  Edward Awh,et al.  The Role of Spatial Selective Attention in Working Memory for Locations: Evidence from Event-Related Potentials , 2000, Journal of Cognitive Neuroscience.

[133]  Markus Huff,et al.  Visual target detection is impaired at event boundaries , 2012 .

[134]  C. Feria Speed has an effect on multiple-object tracking independently of the number of close encounters between targets and distractors , 2013, Attention, perception & psychophysics.

[135]  Markus Huff,et al.  Tracking by location and features: object correspondence across spatiotemporal discontinuities during multiple object tracking. , 2014, Journal of experimental psychology. Human perception and performance.

[136]  B. Scholl,et al.  How does attention select and track spatially extended objects? New effects of attentional concentration and amplification. , 2005, Journal of experimental psychology. General.

[137]  P. Cavanagh,et al.  The Spatial Resolution of Visual Attention , 2001, Cognitive Psychology.

[138]  Ying Li,et al.  Measuring the interrelations among multiple paradigms of visual attention: an individual differences approach. , 2012, Journal of experimental psychology. Human perception and performance.

[139]  Z. Pylyshyn,et al.  Selective nontarget inhibition in Multiple Object Tracking , 2008 .

[140]  Tal Makovski,et al.  The role of visual working memory in attentive tracking of unique objects. , 2009, Journal of experimental psychology. Human perception and performance.

[141]  M. Grabowecky,et al.  Demand-based dynamic distribution of attention and monitoring of velocities during multiple-object tracking. , 2009, Journal of vision.

[142]  J. Lukavský Eye movements in repeated multiple object tracking. , 2013, Journal of vision.

[143]  Iain D. Gilchrist,et al.  Testing a Simplified Method for Measuring Velocity Integration in Saccades Using a Manipulation of Target Contrast , 2011, Front. Psychology.

[144]  H. Pashler,et al.  Evidence for split attentional foci. , 2000, Journal of experimental psychology. Human perception and performance.

[145]  Y. Liu,et al.  Why do people appear not to extrapolate trajectories during multiple object tracking? A computational investigation. , 2014, Journal of vision.

[146]  M M Smyth,et al.  Interference in immediate spatial memory , 1994, Memory & cognition.

[147]  John K. Tsotsos,et al.  Direct neurophysiological evidence for spatial suppression surrounding the focus of attention in vision. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[148]  T. Horowitz,et al.  Swapping or dropping? Electrophysiological measures of difficulty during multiple object tracking , 2013, Cognition.

[149]  P. Howe,et al.  Resource demands of object tracking and differential allocation of the resource , 2013, Attention, perception & psychophysics.

[150]  D. Somers,et al.  Multiple Spotlights of Attentional Selection in Human Visual Cortex , 2004, Neuron.

[151]  T. Horowitz,et al.  The role of location and motion information in the tracking and recovery of moving objects , 2007, Perception & psychophysics.

[152]  Markus Huff,et al.  Conflicting motion information impairs multiple object tracking. , 2010, Journal of vision.

[153]  Patrick Cavanagh,et al.  Unilateral Right Parietal Damage Leads to Bilateral Deficit for High-Level Motion , 2001, Neuron.

[154]  Todd S Horowitz,et al.  The what–where trade-off in multiple-identity tracking , 2011, Attention, perception & psychophysics.

[155]  Maro G. Machizawa,et al.  Neural activity predicts individual differences in visual working memory capacity , 2004, Nature.

[156]  G. Alvarez,et al.  Spatial separation between targets constrains maintenance of attention on multiple objects , 2008, Psychonomic bulletin & review.

[157]  Markus Huff,et al.  It is time to integrate: The temporal dynamics of object motion and texture motion integration in multiple object tracking , 2013, Vision Research.

[158]  Daniel R. Little,et al.  Can Attention Be Confined to Just Part of a Moving Object? Revisiting Target-Distractor Merging in Multiple Object Tracking , 2012, PloS one.

[159]  B. Scholl Objects and attention: the state of the art , 2001, Cognition.

[160]  Jonathan I. Flombaum,et al.  Off to a bad start: uncertainty about the number of targets at the onset of multiple object tracking. , 2013, Journal of experimental psychology. Human perception and performance.

[161]  James E. Hoffman,et al.  The role of eye fixations in concentration and amplification effects during multiple object tracking , 2009 .

[162]  Z. Pylyshyn Visual indexes, preconceptual objects, and situated vision , 2001, Cognition.

[163]  Michael Valenti,et al.  Tracking objects on the move , 1997 .

[164]  J. Hyönä,et al.  Position tracking and identity tracking are separate systems: Evidence from eye movements , 2016, Cognition.

[165]  Markus Huff,et al.  Spatial updating of dynamic scenes: Tracking multiple invisible objects across viewpoint changes , 2010, Attention, perception & psychophysics.

[166]  S. A. Hillyard,et al.  Sustained division of the attentional spotlight , 2003, Nature.

[167]  Z. Pylyshyn,et al.  Dynamics of target selection in multiple object tracking (MOT). , 2006, Spatial vision.

[168]  A. Kleinschmidt,et al.  The attentional field has a Mexican hat distribution , 2005, Vision Research.

[169]  B. Scholl What Have We Learned about Attention from Multiple-Object Tracking (and Vice Versa)? , 2009 .

[170]  Matthew M. Doran,et al.  The role of visual attention in multiple object tracking: Evidence from ERPs , 2010, Attention, perception & psychophysics.

[171]  J. Wagemans,et al.  Disturbed Interplay Between Mid- and High-Level Vision in ASD? Evidence from a Contour Identification Task with Everyday Objects , 2013, Journal of Autism and Developmental Disorders.

[172]  Z. Pylyshyn,et al.  Multiple parallel access in visual attention. , 1994, Canadian journal of experimental psychology = Revue canadienne de psychologie experimentale.

[173]  Alex O Holcombe,et al.  Motion information is sometimes used as an aid to the visual tracking of objects. , 2012, Journal of vision.

[174]  A. Oliva,et al.  The Representation of Simple Ensemble Visual Features Outside the Focus of Attention , 2008, Psychological science.

[175]  C. Koch,et al.  Brain Areas Specific for Attentional Load in a Motion-Tracking Task , 2001, Journal of Cognitive Neuroscience.

[176]  G. Zelinsky,et al.  An eye movement analysis of multiple object tracking in a realistic environment , 2008 .

[177]  A. Holcombe,et al.  Splitting attention reduces temporal resolution from 7 Hz for tracking one object to <3 Hz when tracking three. , 2013, Journal of vision.

[178]  Daniel R. Little,et al.  Hemifield Effects in Multiple Identity Tracking , 2012, PloS one.

[179]  Søren K. Andersen,et al.  Sustained Multifocal Attentional Enhancement of Stimulus Processing in Early Visual Areas Predicts Tracking Performance , 2013, The Journal of Neuroscience.

[180]  P. Howe,et al.  The more often you see an object, the easier it becomes to track it. , 2010, Journal of vision.

[181]  Eileen Kowler,et al.  Anticipatory smooth eye movements with random-dot kinematograms. , 2012, Journal of vision.

[182]  J. Wolfe,et al.  Using Fmri to Distinguish Components of the Multiple Object Tracking Task , 1994 .

[183]  M. Posner,et al.  Attention and the detection of signals. , 1980, Journal of experimental psychology.

[184]  David C. Burr,et al.  Using Psilocybin to Investigate the Relationship between Attention, Working Memory, and the Serotonin 1A and 2A Receptors , 2005, Journal of Cognitive Neuroscience.

[185]  Alex O. Holcombe,et al.  Tracking the changing features of multiple objects: Progressively poorer perceptual precision and progressively greater perceptual lag , 2008, Vision Research.

[186]  M. Corbetta,et al.  Attentional selection of moving objects by a serial process , 2006, Vision Research.

[187]  E. Vogel,et al.  Neural Measures of Individual Differences in Selecting and Tracking Multiple Moving Objects , 2008, The Journal of Neuroscience.

[188]  D. Somers,et al.  Effects of target enhancement and distractor suppression on multiple object tracking capacity. , 2009, Journal of vision.

[189]  Seong-Whan Lee,et al.  Interactive Multiple Object Tracking (iMOT) , 2014, PloS one.

[190]  Xiaolan Fu,et al.  Identity processing in multiple-face tracking. , 2009, Journal of vision.

[191]  E. Mingolla,et al.  Dynamics of Attention in Depth: Evidence from Multi-Element Tracking , 2002, Perception.

[192]  Terrance J. Gaetz,et al.  Coordinate Systems , 2017, Encyclopedia of GIS.

[193]  B. Scholl,et al.  PSYCHOLOGICAL SCIENCE Research Article ATTENTIVE TRACKING OF OBJECTS VERSUS SUBSTANCES , 2022 .

[194]  U. Castiello,et al.  Splitting focal attention. , 1992, Journal of experimental psychology. Human perception and performance.

[195]  B. Pennington,et al.  Executive functions in young children with autism. , 1999, Child development.

[196]  Yuhong Jiang,et al.  Feature binding in attentive tracking of distinct objects , 2009, Visual cognition.

[197]  Marie Poirier,et al.  Short-term memory in autism spectrum disorder. , 2011, Journal of abnormal psychology.