Predictive eye movements in natural vision
Open accessAbstract
In the natural world, the brain must handle inherent delays in visual processing. This is a problem particularly during dynamic tasks. A possible solution to visuo-motor delays is prediction of a future state of the environment based on the current state and properties of the environment learned from experience. Prediction is well known to occur in both saccades and pursuit movements and is likely to depend on some kind of internal visual model as the basis for this prediction. However, most evidence comes from controlled laboratory studies using simple paradigms. In this study, we examine eye movements made in the context of demanding natural behavior, while playing squash. We show that prediction is a pervasive component of gaze behavior in this context. We show in addition that these predictive movements are extraordinarily precise and operate continuously in time across multiple trajectories and multiple movements. This suggests that prediction is based on complex dynamic visual models of the way that balls move, accumulated over extensive experience. Since eye, head, arm, and body movements all co-occur, it seems likely that a common internal model of predicted visual state is shared by different effectors to allow flexible coordination patterns. It is generally agreed that internal models are responsible for predicting future sensory state for control of body movements. The present work suggests that model-based prediction is likely to be a pervasive component in natural gaze control as well.
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The value of an eye movement lies in reducing uncertainty and increasing the expected reward (probability of success) of a future action.
“An alternative explanation however emerges from studies of eye movements in natural behaviors, which suggests that the value of an eye movement lies in reducing uncertainty and increasing the expected reward (probability of success) of a future action (Ballard and Hayhoe, 2009; Hayhoe et al., 2012; Rothkopf et al., 2007; Tatler et al., 2011).”
From Attention, learning, and the value of information (2012) · cites this paper as Hayhoe et al., 2012
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Cites
Computational modelling of visual attention
Itti, L., & Koch, C. (2001) · Nature Reviews Neuroscience · doi:10.1038/35058500 · Cited by 4,733 · see citing works
Internal models for motor control and trajectory planning.
Kawato, M. (1999) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(99)00028-8 · Cited by 2,685 · see citing works
Adaptive representation of dynamics during learning of a motor task
Shadmehr, R., & Mussa-Ivaldi, F. (1994) · The Journal of Neuroscience · doi:10.1523/jneurosci.14-05-03208.1994 · Cited by 2,612 · see citing works
Internal models in the cerebellum
Wolpert, D. M., Miall, R. C., & Kawato, M. (1998) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(98)01221-2 · Cited by 2,469 · see citing works
Bayesian integration in sensorimotor learning
Körding, K. P., & Wolpert, D. M. (2004) · Nature · doi:10.1038/nature02169 · Cited by 2,004 · see citing works
Eye movements in natural behavior
Hayhoe, M., & Ballard, D. H. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.02.009 · Cited by 1,321 · see citing works
Self-citationBayesian decision theory in sensorimotor control
Kording, K. P., & Wolpert, D. M. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.05.003 · Cited by 866 · see citing works
From eye movements to actions: how batsmen hit the ball
Land, M. F., & McLeod, P. (2000) · Nature Neuroscience · doi:10.1038/81887 · Cited by 725 · see citing works
Flanagan, J. R., & Wing, A. M. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-04-01519.1997 · Cited by 681 · see citing works
Recent development of flow visualization
Aoki, K., & FUJISAWA, N. (2004) · Journal of Visualization · doi:10.1007/bf03181473 · Cited by 651 · see citing works
The cerebellum is involved in predicting the sensory consequences of action
Blakemore, S.-J., Frith, C. D., & Wolpert, D. M. (2001) · Neuroreport · doi:10.1097/00001756-200107030-00023 · Cited by 587 · see citing works
The knowledge base of the oculomotor system
Land, M. F., & Furneaux, S. M. (1997) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.1997.0105 · Cited by 392 · see citing works
Humans use continuous visual feedback from the hand to control fast reaching movements
Saunders, J., & Knill, D. (2003) · Experimental Brain Research · doi:10.1007/s00221-003-1525-2 · Cited by 379 · see citing works
Becker, W., & Fuchs, A. F. (1985) · Experimental Brain Research · doi:10.1007/bf00237843 · Cited by 347 · see citing works
Expertise, Visual Search, and Information Pick-up in Squash
Abernethy, B. (1990) · Perception · doi:10.1068/p190063 · Cited by 288 · see citing works
Visuo-motor coordination and internal models for object interception
Zago, M., McIntyre, J., Senot, P., & Lacquaniti, F. (2009) · Experimental Brain Research · doi:10.1007/s00221-008-1691-3 · Cited by 269 · see citing works
Sensory Control of Dexterous Manipulation in Humans
Johansson, R. S. (1996) · Elsevier eBooks · doi:10.1016/b978-012759440-8/50025-6 · Cited by 257 · see citing works
The Control of Voluntary Eye Movements: New Perspectives
Krauzlis, R. J. (2005) · The Neuroscientist · doi:10.1177/1073858404271196 · Cited by 253 · see citing works
Adaptive Control of Saccades via Internal Feedback
Chen‐Harris, H., Joiner, W. M., Ethier, V., Zee, D. S., & Shadmehr, R. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.5300-07.2008 · Cited by 238 · see citing works
Neuronal correlates of inferred motion in primate posterior parietal cortex
Assad, J. A., & Maunsell, J. H. R. (1995) · Nature · doi:10.1038/373518a0 · Cited by 238 · see citing works
Hand and brain: the neurophysiology and psychology of hand movements
(1997) · Choice Reviews Online · doi:10.5860/choice.34-2781 · Cited by 231 · see citing works
Probabilistic models in human sensorimotor control
Wolpert, D. M. (2007) · Human Movement Science · doi:10.1016/j.humov.2007.05.005 · Cited by 212 · see citing works
The Role of the Human Dorsolateral Prefrontal Cortex in Ocular Motor Behavior
Pierrot‐Deseilligny, C., Müri, R. M., Nyffeler, T., & Miléa, D. (2005) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1325.023 · Cited by 203 · see citing works
Combining Priors and Noisy Visual Cues in a Rapid Pointing Task
Tassinari, H., Hudson, T. E., & Landy, M. S. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.2779-06.2006 · Cited by 202 · see citing works
Why Can't Batters Keep Their Eyes on the Ball?
Bahill, A. T., & LaRitz, T. (1984) · American Scientist · Cited by 200 · see citing works
Zago, M., Bosco, G., Maffei, V., Iosa, M., Ivanenko, Y. P., & Lacquaniti, F. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00862.2003 · Cited by 193 · see citing works
Kowler, E., Martins, A. J., & Pavel, M. (1984) · Vision Research · doi:10.1016/0042-6989(84)90122-6 · Cited by 175 · see citing works
Adaptive Gaze Control in Natural Environments
Jovancevic, J., & Hayhoe, M. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.5570-08.2009 · Cited by 171 · see citing works
Self-citationThe Cognitive Neurosciences IV
Gazzaniga, M. S., Dehaene, S., & Changeux, J. (2014) · Cited by 148 · see citing works
Building a lightweight eyetracking headgear
Babcock, J. S., & Pelz, J. B. (2004) · doi:10.1145/968363.968386 · Cited by 140 · see citing works
Self-citationSpatial and temporal factors in the predictive generation of saccadic eye movements
Findlay, J. M. (1981) · Vision Research · doi:10.1016/0042-6989(81)90162-0 · Cited by 129 · see citing works
Modeling embodied visual behaviors
Sprague, N. R., Ballard, D. H., & Robinson, A. E. (2007) · ACM Transactions on Applied Perception · doi:10.1145/1265957.1265960 · Cited by 114 · see citing works
Internal models and prediction of visual gravitational motion
Zago, M., McIntyre, J., Senot, P., & Lacquaniti, F. (2008) · Vision Research · doi:10.1016/j.visres.2008.04.005 · Cited by 113 · see citing works
Battaglia, P., & Schrater, P. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.1309-07.2007 · Cited by 110 · see citing works
Estimating invisible target speed from neuronal activity in monkey frontal eye field
Barborică, A., & Ferrera, V. P. (2002) · Nature Neuroscience · doi:10.1038/nn990 · Cited by 108 · see citing works
The role of memory in visually guided reaching
Brouwer, A.-M., & Knill, D. C. (2007) · Journal of Vision · doi:10.1167/7.5.6 · Cited by 103 · see citing works
Evidence for Object Permanence in the Smooth-Pursuit Eye Movements of Monkeys
Churchland, M. M., Chou, I.-H., & Lisberger, S. G. (2003) · Journal of Neurophysiology · doi:10.1152/jn.01056.2002 · Cited by 94 · see citing works
Simó, L. S., Krisky, C. M., & Sweeney, J. A. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi073 · Cited by 93 · see citing works
Effects of Learning on Smooth Pursuit During Transient Disappearance of a Visual Target
Madelain, L., & Krauzlis, R. J. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00869.2002 · Cited by 90 · see citing works
Spatial memory and saccadic targeting in a natural task
Aivar, M. P., Hayhoe, M., Chizk, C. L., & Mruczek, R. E. B. (2005) · Journal of Vision · doi:10.1167/5.3.3 · Cited by 78 · see citing works
Self-citationEffects of visual uncertainty on grasping movements
Schlicht, E. J., & Schrater, P. (2007) · Experimental Brain Research · doi:10.1007/s00221-007-0970-8 · Cited by 76 · see citing works
Shelhamer, M., & Joiner, W. M. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00478.2003 · Cited by 76 · see citing works
Shichinohe, N., Akao, T., Kurkin, S. A., Fukushima, J., Kaneko, C. R. S., & Fukushima, K. (2009) · Neuron · doi:10.1016/j.neuron.2009.05.010 · Cited by 63 · see citing works
Interceptive timing: Prior knowledge matters
López‐Moliner, J., Field, D. T., & Wann, J. P. (2007) · Journal of Vision · doi:10.1167/7.13.11 · Cited by 62 · see citing works
Internally Generated Error Signals in Monkey Frontal Eye Field during an Inferred Motion Task
Ferrera, V. P., & Barborică, A. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.2977-10.2010 · Cited by 45 · see citing works
Independent control of head and gaze movements during head‐free pursuit in humans
Collins, C., & Barnes, G. R. (1999) · The Journal of Physiology · doi:10.1111/j.1469-7793.1999.299ad.x · Cited by 45 · see citing works
Barnes, G. R., & Collins, C. (2008) · Journal of Neurophysiology · doi:10.1152/jn.00060.2008 · Cited by 41 · see citing works
Land, M. F. (2003) · The MIT Press eBooks · doi:10.7551/mitpress/7131.003.0104 · Cited by 37 · see citing works
Xiao, Q., Barborică, A., & Ferrera, V. P. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhl002 · Cited by 37 · see citing works
Cognitive influences on predictive saccadic tracking
Isotalo, E., Lasker, A. G., & Zee, D. S. (2005) · Experimental Brain Research · doi:10.1007/s00221-005-2317-7 · Cited by 35 · see citing works
Bahill, A. T., Baldwin, D. S., & Venkateswaran, J. (2005) · American Scientist · doi:10.1511/2005.53.962 · Cited by 35 · see citing works
Pursuit and saccadic tracking exhibit a similar dependence on movement preparation time
Joiner, W. M., & Shelhamer, M. (2006) · Experimental Brain Research · doi:10.1007/s00221-006-0400-3 · Cited by 29 · see citing works
Tresilian, J. R., & Houseman, J. H. (2004) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/02724980343000954 · Cited by 28 · see citing works
Predictive signals in the pursuit area of the monkey frontal eye fields
Fukushima, K., Akao, T., Shichinohe, N., Nitta, T., Kurkin, S., & Fukushima, J. (2008) · Progress in brain research · doi:10.1016/s0079-6123(08)00664-x · Cited by 22 · see citing works
Tabata, H., Miura, K., & Kawano, K. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00714.2007 · Cited by 21 · see citing works
The role of prediction in catching balls.
Hayhoe, M., Mennie, N. R., Gorgos, K., Semrau, J. A., & Sullivan, B. (2004) · Journal of Vision · doi:10.1167/4.8.156 · Cited by 20 · see citing works
Self-citationInvolvement of the Supplementary Eye Field in Oculomotor Predictive Behavior
Nyffeler, T., Rivaud-Péchoux, S., Wattiez, N., & Gaymard, B. M. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.20073 · Cited by 20 · see citing works
Auxiliary object knowledge influences visually-guided interception behavior
Battaglia, P., Schrater, P., & Kersten, D. (2005) · Symposium on Applied Perception in Graphics and Visualization (APGV) · doi:10.1145/1080402.1080430 · Cited by 13 · see citing works
Visualization of the tidal flow in Sasebo and Oomura Bays
Kikukawa, H., Segawa, M., & Kohno, J. (2002) · Journal of Visualization · doi:10.1007/bf03182427 · Cited by 13 · see citing works
Fukushima, K., Kasahara, S., Akao, T., Kurkin, S. A., Fukushima, J., & Peterson, B. W. (2008) · Cerebral Cortex · doi:10.1093/cercor/bhn079 · Cited by 10 · see citing works
Flagged first, then by citations
1 of the 61 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Hayhoe M Brockmole J Visual memory in motor planning and action Memory for the visual world 2009 UK Psychology Press 117 139
- Schlicht E Schrater P Reach-to-grasp trajectories adjust for uncertainty in the location of visual targets Exp Brain Res 2007 182 47 57 17503025
Cited by
Sorted by citations
Attention, learning, and the value of information
Gottlieb, J. (2012) · Neuron · doi:10.1016/j.neuron.2012.09.034 · Cited by 241 · see citing works
“…studies of eye movements in natural behaviors, which suggest that the value of an eye movement lies in reducing uncertainty and increasing the expected reward (probability of success) of a future action (Ballard and Hayhoe, 2009; Hayhoe et al., 2012; Rothkopf et al., 2007; Tatler et al., 2011).”
BackgroundIs the eye-movement field confused about fixations and saccades? A survey among 124 researchers
Hessels, R. S., Niehorster, D. C., Nyström, M., Andersson, R., & Hooge, I. T. C. (2018) · Royal Society Open Science · doi:10.1098/rsos.180502 · Cited by 237 · see citing works
Diaz, G., Cooper, J., Rothkopf, C., & Hayhoe, M. (2013) · Journal of Vision · doi:10.1167/13.1.20 · Cited by 196 · see citing works
Self-citationUnderstanding Minds in Real-World Environments: Toward a Mobile Cognition Approach
Ladouce, S., Donaldson, D. I., Dudchenko, P. A., & Ietswaart, M. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00694 · Cited by 169 · see citing works
The Head Tracks and Gaze Predicts: How the World’s Best Batters Hit a Ball
Mann, D. L., Spratford, W., & Abernethy, B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0058289 · Cited by 167 · see citing works
Hayhoe, M. (2017) · Annual Review of Vision Science · doi:10.1146/annurev-vision-102016-061437 · Cited by 156 · see citing works
Self-citationGaze-in-wild: A dataset for studying eye and head coordination in everyday activities
Kothari, R., Yang, Z., Kanan, C., Bailey, R., Pelz, J. B., & Diaz, G. J. (2020) · Scientific Reports · doi:10.1038/s41598-020-59251-5 · Cited by 132 · see citing works
Self-citationWhat do we see out of the corner of our eye? The role of visual pivots and gaze anchors in sport
Vater, C., WILLIAMS, A. M., & Hossner, E.-J. (2019) · International Review of Sport and Exercise Psychology · doi:10.1080/1750984x.2019.1582082 · Cited by 129 · see citing works
On-line and model-based approaches to the visual control of action
Zhao, H., & Warren, W. H. (2014) · Vision Research · doi:10.1016/j.visres.2014.10.008 · Cited by 116 · see citing works
Eye movements in the wild: Oculomotor control, gaze behavior & frames of reference
Lappi, O. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.06.006 · Cited by 112 · see citing works
Eye movement accuracy determines natural interception strategies
Fooken, J., Yeo, S.-H., Pai, D. K., & Spering, M. (2016) · Journal of Vision · doi:10.1167/16.14.1 · Cited by 92 · see citing works
Eye Tracking in the Wild: the Good, the Bad and the Ugly
Lappi, O. (2015) · Journal of Eye Movement Research · doi:10.16910/jemr.8.5.1 · Cited by 73 · see citing works
The role of eye movements in manual interception: A mini-review
Fooken, J., Kreyenmeier, P., & Spering, M. (2021) · Vision Research · doi:10.1016/j.visres.2021.02.007 · Cited by 72 · see citing works
Looking to Learn: The Effects of Visual Guidance on Observational Learning of the Golf Swing
D’Innocenzo, G., González, C. C. O., Williams, A. M., & Bishop, D. T. (2016) · PLoS ONE · doi:10.1371/journal.pone.0155442 · Cited by 70 · see citing works
Lappi, O., & Mole, C. D. (2018) · Psychological Bulletin · doi:10.1037/bul0000150 · Cited by 69 · see citing works
Systematic Observation of an Expert Driver's Gaze Strategy—An On-Road Case Study
Lappi, O., Rinkkala, P., & Pekkanen, J. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00620 · Cited by 65 · see citing works
Harris, D., Arthur, T., Broadbent, D. P., Wilson, M., Vine, S. J., & Runswick, O. R. (2022) · Sports Medicine · doi:10.1007/s40279-022-01689-w · Cited by 59 · see citing works
Memory and prediction in natural gaze control.
Diaz, G., Cooper, J., & Hayhoe, M. (2013) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2013.0064 · Cited by 57 · see citing works
Self-citationPredictive eye movements when hitting a bouncing ball
Mann, D. L., Nakamoto, H., Logt, N., Sikkink, L., & Brenner, E. (2019) · Journal of Vision · doi:10.1167/19.14.28 · Cited by 57 · see citing works
Prediction in goal-directed action
Fiehler, K., Brenner, E., & Spering, M. (2019) · Journal of Vision · doi:10.1167/19.9.10 · Cited by 54 · see citing works
Eye and Head Movements of Elite Baseball Players in Real Batting
Kishita, Y., Ueda, H., & Kashino, M. (2020) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2020.00003 · Cited by 52 · see citing works
Cesqui, B., Mezzetti, M., Lacquaniti, F., & d’Avella, A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0119445 · Cited by 50 · see citing works
Real-time recording and classification of eye movements in an immersive virtual environment
Diaz, G. J., Cooper, J. L., Kit, D. M., & Hayhoe, M. (2013) · Journal of Vision · doi:10.1167/13.12.5 · Cited by 49 · see citing works
Self-citationGaze During Locomotion in Virtual Reality and the Real World
Drewes, J., Feder, S., & Einhäuser, W. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2021.656913 · Cited by 47 · see citing works
Where Are You Throwing the Ball? I Better Watch Your Body, Not Just Your Arm!
Maselli, A., Dhawan, A., Cesqui, B., Russo, M., Lacquaniti, F., & d’Avella, A. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00505 · Cited by 44 · see citing works
Weighted integration of short-term memory and sensory signals in the oculomotor system
Deravet, N., Blohm, G., de Xivry, J. O., & Lefèvre, P. (2018) · Journal of Vision · doi:10.1167/18.5.16 · Cited by 43 · see citing works
Humans Use Predictive Gaze Strategies to Target Waypoints for Steering
Tuhkanen, S., Pekkanen, J., Rinkkala, P., Mole, C. D., Wilkie, R. M., & Lappi, O. (2019) · Scientific Reports · doi:10.1038/s41598-019-44723-0 · Cited by 42 · see citing works
Yurkovic‐Harding, J., Lisandrelli, G., Shaffer, R. C., Dominick, K. C., Pedapati, E. V., Erickson, C. A., Kennedy, D. P., & Yu, C. (2021) · Scientific Reports · doi:10.1038/s41598-021-81102-0 · Cited by 42 · see citing works
Monache, S. D., Lacquaniti, F., & Bosco, G. (2014) · Experimental Brain Research · doi:10.1007/s00221-014-4120-9 · Cited by 40 · see citing works
Implications of eye tracking technology for applied sport psychology
Moran, A. P., Campbell, M. J., & Ranieri, D. (2018) · Journal of Sport Psychology in Action · doi:10.1080/21520704.2018.1511660 · Cited by 40 · see citing works
Gaze Strategies in Driving–An Ecological Approach
Lappi, O. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.821440 · Cited by 38 · see citing works
Crespi, S. A., Robino, C., Silva, O., & de’Sperati, C. (2012) · Journal of Vision · doi:10.1167/12.11.30 · Cited by 38 · see citing works
Dynamic prediction during perception of everyday events
Eisenberg, M. L., Zacks, J. M., & Flores, S. E. (2018) · Cognitive Research Principles and Implications · doi:10.1186/s41235-018-0146-z · Cited by 36 · see citing works
Moving beyond the lab: investigating empathy through the Empirical 5E approach
Troncoso, A., Soto, V., Gomila, A., & Martínez‐Pernía, D. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1119469 · Cited by 35 · see citing works
Decoding go/no-go decisions from eye movements
Fooken, J., & Spering, M. (2019) · Journal of Vision · doi:10.1167/19.2.5 · Cited by 35 · see citing works
Visual strategies underpinning the development of visual–motor expertise when hitting a ball.
Sarpeshkar, V., Abernethy, B., & Mann, D. L. (2017) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/xhp0000465 · Cited by 33 · see citing works
Chen, J., Valsecchi, M., & Gegenfurtner, K. R. (2017) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.06.024 · Cited by 31 · see citing works
Miles, C. A. L., Wood, G., Vine, S. J., Vickers, J. N., & Wilson, M. (2015) · European Journal of Sport Science · doi:10.1080/17461391.2015.1122093 · Cited by 31 · see citing works
Extrapolation occurs in multiple object tracking when eye movements are controlled
Luu, T., & Howe, P. D. L. (2015) · Attention Perception & Psychophysics · doi:10.3758/s13414-015-0891-8 · Cited by 30 · see citing works
Intercepting a moving target: On-line or model-based control?
Zhao, H., & Warren, W. H. (2017) · Journal of Vision · doi:10.1167/17.5.12 · Cited by 28 · see citing works
A novel method for measuring gaze orientation in space in unrestrained head conditions
Cesqui, B., van de Langenberg, R. W., Lacquaniti, F., & d’Avella, A. (2013) · Journal of Vision · doi:10.1167/13.8.28 · Cited by 27 · see citing works
Kurz, J., Hegele, M., & Munzert, J. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00019 · Cited by 25 · see citing works
Arthur, T., & Harris, D. (2021) · Cortex · doi:10.1016/j.cortex.2021.09.017 · Cited by 23 · see citing works
A Method to Monitor Eye and Head Tracking Movements in College Baseball Players
Fogt, N., & Zimmerman, A. B. (2014) · Optometry and Vision Science · doi:10.1097/opx.0000000000000148 · Cited by 23 · see citing works
Depth Compensation Model for Gaze Estimation in Sport Analysis
Narcizo, F. B., & Hansen, D. W. (2015) · IEEE International Conference on Computer Vision Workshops · doi:10.1109/iccvw.2015.107 · Cited by 22 · see citing works
Fixation Biases towards the Index Finger in Almost-Natural Grasping
Voudouris, D., Smeets, J. B. J., & Brenner, E. (2016) · PLoS ONE · doi:10.1371/journal.pone.0146864 · Cited by 22 · see citing works
The visual control of interceptive steering: How do people steer a car to intercept a moving target?
Zhao, H., Straub, D., & Rothkopf, C. A. (2019) · Journal of Vision · doi:10.1167/19.14.11 · Cited by 22 · see citing works
EEG alpha and theta signatures of socially and non-socially cued working memory in virtual reality
Gregory, S. E. A., Wang, H., & Kessler, K. (2021) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsab123 · Cited by 22 · see citing works
Kishita, Y., Ueda, H., & Kashino, M. (2020) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2020.00064 · Cited by 21 · see citing works
Eye movements reflect adaptive predictions and predictive precision.
Bakst, L., & McGuire, J. T. (2020) · Journal of Experimental Psychology General · doi:10.1037/xge0000977 · Cited by 21 · see citing works
Review: Head and Eye Movements and Gaze Tracking in Baseball Batting
Toole, A. J., & Fogt, N. (2021) · Optometry and Vision Science · doi:10.1097/opx.0000000000001721 · Cited by 20 · see citing works
Larsson, L., Nyström, M., Ardö, H., Åström, K., & Stridh, M. (2016) · Journal of Vision · doi:10.1167/16.15.20 · Cited by 24 · see citing works
Knowledge guides attention to goal-relevant information in older adults
Smith, M. E., Loschky, L. C., & Bailey, H. R. (2021) · Cognitive Research Principles and Implications · doi:10.1186/s41235-021-00321-1 · Cited by 19 · see citing works
Maier, M., Blume, F., Bideau, P., Hellwich, O., & Rahman, R. A. (2022) · Consciousness and Cognition · doi:10.1016/j.concog.2022.103301 · Cited by 19 · see citing works
Eye Movements from Laboratory to Life
Tatler, B. W. (2013) · Springer eBooks · doi:10.1007/978-3-319-02868-2_2 · Cited by 18 · see citing works
What are the visuo-motor tendencies of omnidirectional scene free-viewing in virtual reality?
David, E. J., Lebranchu, P., Silva, M. P. D., & Callet, P. L. (2022) · Journal of Vision · doi:10.1167/jov.22.4.12 · Cited by 18 · see citing works
Cognitive load affects gaze dynamics during real-world tasks
Martinez-Cedillo, A. P., Gavrila, N., Mishra, A., Geangu, E., & Foulsham, T. (2025) · Experimental Brain Research · doi:10.1007/s00221-025-07037-4 · Cited by 17 · see citing works
Predictive saccades and decision making in the beetle-predating saffron robber fly
Talley, J., Pusdekar, S., Feltenberger, A., Ketner, N., Evers, J. H., Liu, M., Gosh, A., Palmer, S. E., Wardill, T. J., & Gonzalez-Bellido, P. T. (2023) · Current Biology · doi:10.1016/j.cub.2023.06.019 · Cited by 17 · see citing works
Is the perceived present a predictive model of the objective present?
White, P. A. (2018) · Visual Cognition · doi:10.1080/13506285.2018.1530322 · Cited by 17 · see citing works
The Role of Motor and Environmental Visual Rhythms in Structuring Auditory Cortical Excitability
O’Connell, M. N., Barczak, A., McGinnis, T., Mackin, K., Mowery, T. M., Schroeder, C. E., & Lakatos, P. (2020) · iScience · doi:10.1016/j.isci.2020.101374 · Cited by 17 · see citing works
Experience-driven recalibration of learning from surprising events
Bakst, L., & McGuire, J. T. (2022) · Cognition · doi:10.1016/j.cognition.2022.105343 · Cited by 16 · see citing works
Malpica, S., Martin, D., Serrano, A., Gutiérrez, D., & Masiá, B. (2023) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2023.3320259 · Cited by 16 · see citing works
Smooth pursuit eye movements and schizophrenia: Literature review
Franco, J. G., de Pablo, J., Gaviria, A. M., Sepúlveda, E., & Vilella, E. (2014) · Archivos de la Sociedad Española de Oftalmología (English Edition) · doi:10.1016/j.oftale.2014.02.009 · Cited by 15 · see citing works
Movements of the eyes and hands are coordinated by a common predictive strategy
Binaee, K., & Diaz, G. J. (2019) · Journal of Vision · doi:10.1167/19.12.3 · Cited by 15 · see citing works
Efficient sensory cortical coding optimizes pursuit eye movements
Liu, B., Macellaio, M. V., & Osborne, L. C. (2016) · Nature Communications · doi:10.1038/ncomms12759 · Cited by 13 · see citing works
Eye-hand re-coordination: A pilot investigation of gaze and reach biofeedback in chronic stroke
Rizzo, J., Beheshti, M., Shafieesabet, A., Fung, J. K., Hosseini, M., Rucker, J. C., Snyder, L. H., & Hudson, T. E. (2019) · Progress in brain research · doi:10.1016/bs.pbr.2019.04.013 · Cited by 13 · see citing works
Harris, D., Vine, S. J., Wilson, M., & Arthur, T. (2023) · Computational Brain & Behavior · doi:10.1007/s42113-023-00190-5 · Cited by 12 · see citing works
Arthur, T., Vine, S. J., Wilson, M., & Harris, D. (2024) · Journal of Vision · doi:10.1167/jov.24.6.4 · Cited by 12 · see citing works
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Thanki, H., Karani, A., & Goyal, A. K. (2020) · The Journal of Wealth Management · doi:10.3905/jwm.2020.1.111 · Cited by 12 · see citing works
Karimpur, H., Kurz, J., & Fiehler, K. (2020) · Experimental Brain Research · doi:10.1007/s00221-020-05839-2 · Cited by 12 · see citing works
Schroeger, A., Goettker, A., Braun, D. I., & Gegenfurtner, K. R. (2025) · Journal of Vision · doi:10.1167/jov.25.12.20 · Cited by 11 · see citing works
Gregory, S. E. A. (2021) · Psychological Research · doi:10.1007/s00426-021-01574-7 · Cited by 11 · see citing works
Emotional content influences eye-movements under natural but not under instructed conditions
Kulke, L., & Pasqualette, L. B. B. B. (2021) · Cognition & Emotion · doi:10.1080/02699931.2021.2009446 · Cited by 11 · see citing works
Movimientos de seguimiento ocular lento y esquizofrenia: revisión de la literatura
Franco, J. G., de Pablo, J., Gaviria, A. M., Sepúlveda, E., & Vilella, E. (2014) · Archivos de la Sociedad Española de Oftalmología · doi:10.1016/j.oftal.2014.02.007 · Cited by 11 · see citing works
Tracking the changing feature of a moving object
Freitas, J. D., Myers, N. E., & Nobre, A. C. (2016) · Journal of Vision · doi:10.1167/16.3.22 · Cited by 11 · see citing works
Goettker, A. (2021) · Journal of Vision · doi:10.1167/jov.21.5.28 · Cited by 11 · see citing works
Recentering bias for temporal saccades only: Evidence from binocular recordings of eye movements
Tagu, J., Doré-Mazars, K., Vergne, J., Lemoine, C., & Vergilino‐Perez, D. (2018) · Journal of Vision · doi:10.1167/18.1.10 · Cited by 11 · see citing works
Wallace, D. J., Voit, K.-M., Machado, D. M., Bahadorian, M., Sawinski, J., Greenberg, D. S., Stahr, P., Holmgren, C. D., Bassetto, G., Rosselli, F. B., et al. (2025) · Current Biology · doi:10.1016/j.cub.2024.12.032 · Cited by 9 · see citing works
Eyetracking reveals multiple-category use in induction.
Chen, S. Y., Ross, B. H., & Murphy, G. L. (2016) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000222 · Cited by 9 · see citing works
Are predictive saccades linked to the processing of peripheral information?
Vater, C., & Mann, D. L. (2022) · Psychological Research · doi:10.1007/s00426-022-01743-2 · Cited by 9 · see citing works
Studies of Vision in Cricket—A Narrative Review
Fogt, J. S., & Fogt, N. (2023) · Vision · doi:10.3390/vision7030057 · Cited by 9 · see citing works
Age effects on predictive eye movements for action
Gerharz, L., Brenner, E., Billino, J., & Voudouris, D. (2024) · Journal of Vision · doi:10.1167/jov.24.6.8 · Cited by 8 · see citing works
Drew, L. (2021) · Nature · doi:10.1038/d41586-021-00816-3 · Cited by 8 · see citing works
On the Visuomotor Behavior of Amputees and Able-Bodied People During Grasping
Gregori, V., Cognolato, M., Saetta, G., Atzori, M., & Gijsberts, A. (2019) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2019.00316 · Cited by 8 · see citing works
Gregory, S. E. A., Wang, H., & Kessler, K. (2022) · Data in Brief · doi:10.1016/j.dib.2022.107827 · Cited by 8 · see citing works
Impaired prediction of ongoing events in posttraumatic stress disorder
Eisenberg, M. L., Rodebaugh, T. L., Flores, S., & Zacks, J. M. (2023) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2023.108636 · Cited by 9 · see citing works
Aiming for the quiet eye in biathlon
Hansen, D. W., Heinrich, A., & Cañal‐Bruland, R. (2019) · ACM Symposium on Eye Tracking Research and Applications (ETRA) · doi:10.1145/3314111.3319850 · Cited by 7 · see citing works
Embodied Attention: Integrating the Body and Senses to Act in the World
Reed, C. L., & Hartley, A. A. (2021) · Springer eBooks · doi:10.1007/978-3-030-78471-3_12 · Cited by 7 · see citing works
Brand, T. K., Schütz, A. C., Müller, H., Maurer, H., Hegele, M., & Maurer, L. K. (2024) · Journal of Neurophysiology · doi:10.1152/jn.00052.2024 · Cited by 7 · see citing works
Eye and hand coarticulation during problem-solving reveals hierarchically organized planning
Eluchans, M., Maselli, A., Lancia, G. L., & Pezzulo, G. (2025) · Journal of Neurophysiology · doi:10.1152/jn.00188.2025 · Cited by 7 · see citing works
Optimal Prediction of Moving Sound Source Direction in the Owl
Cox, W., & Fischer, B. J. (2015) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1004360 · Cited by 7 · see citing works
Eye-gaze behaviour of expert and novice surfers in a simulated surf environment
Luke, I. M., Neumann, D. L., Stainer, M. J., Potter, L. E., & Moffitt, R. L. (2022) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2022.102221 · Cited by 7 · see citing works
From simple lab tasks to the virtual court: Bayesian integration in tennis
Beck, D., Zahno, S., Kredel, R., & Hossner, E.-J. (2025) · Journal of Neurophysiology · doi:10.1152/jn.00434.2024 · Cited by 6 · see citing works
Motor Strategies: The Role of Active Behavior in Spatial Hearing Research
Valzolgher, C. (2024) · Psychological Reports · doi:10.1177/00332941241260246 · Cited by 6 · see citing works
Tracking an occluded visual target with sequences of saccades
Tammi, T., Pekkanen, J., Tuhkanen, S., Oksama, L., & Lappi, O. (2022) · Journal of Vision · doi:10.1167/jov.22.1.9 · Cited by 6 · see citing works
Importance of head movements in gaze tracking during table tennis forehand stroke
Shinkai, R., Ando, S., Nonaka, Y., Yoshimura, Y., Kizuka, T., & Ono, S. (2023) · Human Movement Science · doi:10.1016/j.humov.2023.103124 · Cited by 5 · see citing works
Belief embodiment through eye movements facilitates memory-guided navigation
Stavropoulos, A., Lakshminarasimhan, K. J., & Angelaki, D. E. (2025) · Nature Communications · doi:10.1038/s41467-025-66080-5 · Cited by 5 · see citing works
Davida Teller Award Lecture 2017: What can be learned from natural behavior?
Hayhoe, M. (2018) · Journal of Vision · doi:10.1167/18.4.10 · Cited by 5 · see citing works
Self-citationHow eye movements improve vision and action – comment on Vickers
Spering, M., & Schütz, A. C. (2016) · Current Issues in Sport Science (CISS) · doi:10.15203/ciss_2016.114 · Cited by 5 · see citing works
Microsaccadic modulation in goal-directed reaching
Fooken, J., de Moraes, R., Scott, A. W., & Flanagan, J. R. (2026) · Journal of Vision · doi:10.1167/jov.26.3.4 · Cited by 4 · see citing works
- Authors
- Hayhoe, M. M., McKinney, T., Chajka, K., & Pelz, J. B.
- Affiliations
- The University of Texas at Austin (US)
- University at Albany, State University of New York (US)
- Rochester Institute of Technology (US)
- Corresponding author
- Hayhoe, Mary M.
- Venue
- Experimental Brain Research
- Published
- 2011-12-20
- Volume
- 217
- Issue
- 1
- Pages
- 125-136
- ISSN
- 0014-4819 (ISSN-L)
- 1432-1106
- PMC
- PMC3328199
- OpenAlex
- W1977007448
- Cited by
- 155
- References
- 61
- Citations by year
- 2026: 15 · 2025: 16 · 2024: 8 · 2023: 8 · 2022: 10 · 2021: 18 · 2020: 10 · 2019: 13 · 2018: 11 · 2017: 9 · 2016: 12 · 2015: 8 · 2014: 8 · 2013: 6 · 2012: 3
- FWCI
- 2.76
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Experimental Brain Research (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health
- National Eye Institute (R01EY005729, EY05729)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Keywords
- predictive eye movements, gaze control, internal models, saccades, smooth pursuit eye movements, squash, natural behavior, motor coordination
- MeSH terms
- Adult, Humans, Movement, Pursuit, Smooth, Saccades, Vision, Ocular
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