Saccades to future ball location reveal memory-based prediction in a virtual-reality interception task.
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Despite general agreement that prediction is a central aspect of perception, there is relatively little evidence concerning the basis on which visual predictions are made. Although both saccadic and pursuit eye-movements reveal knowledge of the future position of a moving visual target, in many of these studies targets move along simple trajectories through a fronto-parallel plane. Here, using a naturalistic and racquet-based interception task in a virtual environment, we demonstrate that subjects make accurate predictions of visual target motion, even when targets follow trajectories determined by the complex dynamics of physical interactions and the head and body are unrestrained. Furthermore, we found that, following a change in ball elasticity, subjects were able to accurately adjust their prebounce predictions of the ball's post-bounce trajectory. This suggests that prediction is guided by experience-based models of how information in the visual image will change over time.
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The vertical position of the gaze fixation (gaze pitch angle) is sensitive to beliefs about likely ball trajectories, with fixations directed to a higher location when larger bounces are expected, and thus provides an indicator of prior beliefs over time.
“The vertical position of this fixation (the gaze pitch angle) is sensitive to beliefs about likely ball trajectories, with fixations directed to a higher location when larger bounces are expected.”
From Testing predictive coding theories of autism spectrum disorder using models of active inference (2023) · cites this paper as [67]
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Cites
Yaşlı Kadınlarda Üreme Sağlığı
Kokanalı, D., & Engin Üstün, Y. (n.d.) · DergiPark (Istanbul University) · Cited by 170,090 · see citing works
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 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
The updating of the representation of visual space in parietal cortex by intended eye movements
Duhamel, J.-R., Colby, C. L., & Goldberg, M. E. (1992) · Science · doi:10.1126/science.1553535 · Cited by 1,966 · see citing works
Error Correction, Sensory Prediction, and Adaptation in Motor Control
Shadmehr, R., Smith, M. A., & Krakauer, J. W. (2010) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-060909-153135 · Cited by 1,869 · see citing works
Milner, A. D., & Goodale, M. A. (2008) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2007.10.005 · Cited by 1,514 · see citing works
SUN: A Bayesian framework for saliency using natural statistics
Zhang, L., Tong, M. H., Marks, T. K., Shan, H., & Cottrell, G. W. (2008) · Journal of Vision · doi:10.1167/8.7.32 · Cited by 1,228 · see citing works
Is the cerebellum a Smith predictor?
Miall, R. C., Weir, D. J., Wolpert, D. M., & Stein, J. F. (1993) · Journal of Motor Behavior · doi:10.1080/00222895.1993.9942050 · Cited by 1,071 · see citing works
Sensory prediction errors drive cerebellum-dependent adaptation of reaching
Tseng, Y.-W., Diedrichsen, J., Krakauer, J. W., Shadmehr, R., & Bastian, A. J. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00266.2007 · Cited by 883 · see citing works
The dynamics of perception and action.
Warren, W. H. (2006) · Psychological Review · doi:10.1037/0033-295x.113.2.358 · Cited by 866 · see citing works
Gregory, R. L. (1980) · Philosophical Transactions of the Royal Society of London. B, Biological Sciences · doi:10.1098/rstb.1980.0090 · Cited by 789 · 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
(2014) · doi:10.1523/jneurosci · Cited by 715 · see citing works
Helmholtz's treatise on physiological optics
Southall, J. P. C. (1924) · Journal of the Franklin Institute · doi:10.1016/s0016-0032(24)90484-4 · Cited by 701 · see citing works
Georgopoulos, A. P., Kalaska, J. F., & Massey, J. T. (1981) · Journal of Neurophysiology · doi:10.1152/jn.1981.46.4.725 · Cited by 605 · see citing works
Huerta, M. F., Krubitzer, L. A., & Kaas, J. H. (1987) · The Journal of Comparative Neurology · doi:10.1002/cne.902650304 · Cited by 594 · 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
王亚周 (2015) · Institutional Research Information System University of Turin (University of Turin) · doi:10.1016/j.neuroscience · Cited by 326 · see citing works
Melcher, D., & Colby, C. L. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.09.003 · Cited by 314 · 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
Learning a saliency map using fixated locations in natural scenes
Zhao, Q., & Koch, C. (2011) · Journal of Vision · doi:10.1167/11.3.9 · Cited by 257 · 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
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
Cognitive expectations, not habits, control anticipatory smooth oculomotor pursuit
Kowler, E. (1989) · Vision Research · doi:10.1016/0042-6989(89)90052-7 · Cited by 190 · see citing works
Remapping in Human Visual Cortex
Merriam, E. P., Genovese, C. R., & Colby, C. L. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00189.2006 · Cited by 186 · 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
Predictive eye movements in natural vision
Hayhoe, M. M., McKinney, T., Chajka, K., & Pelz, J. B. (2012) · Experimental Brain Research · doi:10.1007/s00221-011-2979-2 · Cited by 155 · see citing works
Self-citationKeep your eyes on the ball: smooth pursuit eye movements enhance prediction of visual motion
Spering, M., Schütz, A. C., Braun, D. I., & Gegenfurtner, K. R. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00344.2010 · Cited by 141 · see citing works
Spatial 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
Perception of acceleration with short presentation times: Can acceleration be used in interception?
Brouwer, A.-M., Brenner, E., & Smeets, J. B. J. (2002) · Perception & Psychophysics · doi:10.3758/bf03194764 · Cited by 122 · see citing works
Human Ocular Pursuit During the Transient Disappearance of a Visual Target
Bennett, S. J., & Barnes, G. R. (2003) · Journal of Neurophysiology · doi:10.1152/jn.01145.2002 · Cited by 115 · see citing works
What's next? New evidence for prediction in human vision
Enns, J. T., & Lleras, A. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.06.001 · 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
Evidence for Synergy Between Saccades and Smooth Pursuit During Transient Target Disappearance
de Xivry, J. O., Bennett, S. J., Lefèvre, P., & Barnes, G. R. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00596.2005 · Cited by 106 · see citing works
Helmholtz's Treatise on Physiological Optics
Peddie, D. W. (1924) · Nature · doi:10.1038/114887a0 · Cited by 102 · 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
A dynamic representation of target motion drives predictive smooth pursuit during target blanking
de Xivry, J. O., Missal, M., & Lefèvre, P. (2008) · Journal of Vision · doi:10.1167/8.15.6 · Cited by 87 · see citing works
Warren, W. H., Kim, E. E., & Husney, R. (1987) · Perception · doi:10.1068/p160309 · Cited by 81 · see citing works
Duchowski, A. T., Medlin, E., Cournia, N., Murphy, H., Gramopadhye, A. K., Nair, S., Vorah, J., & Melloy, B. J. (2002) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03195486 · Cited by 80 · see citing works
Target Acceleration Can Be Extracted and Represented Within the Predictive Drive to Ocular Pursuit
Bennett, S. J., de Xivry, J. O., Barnes, G. R., et al. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00132.2007 · Cited by 80 · see citing works
Shelhamer, M., & Joiner, W. M. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00478.2003 · Cited by 76 · see citing works
Predictive Smooth Ocular Pursuit During the Transient Disappearance of a Visual Target
Bennett, S. J., & Barnes, G. R. (2004) · Journal of Neurophysiology · doi:10.1152/jn.01188.2003 · Cited by 73 · 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
Combined smooth and saccadic ocular pursuit during the transient occlusion of a moving visual object
Bennett, S. J., & Barnes, G. R. (2005) · Experimental Brain Research · doi:10.1007/s00221-005-0101-3 · Cited by 63 · see citing works
Neuronal Bases of Directional Expectation and Anticipatory Pursuit
de Hemptinne, C., Lefèvre, P., & Missal, M. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.5678-07.2008 · Cited by 61 · see citing works
Fukushima, J., Akao, T., Kurkin, S. A., Kaneko, C. R. S., & Fukushima, K. (2006) · Journal of Vestibular Research · doi:10.3233/ves-2006-161-201 · Cited by 57 · see citing works
Predicting curvilinear target motion through an occlusion
Mrotek, L. A., & Soechting, J. F. (2006) · Experimental Brain Research · doi:10.1007/s00221-006-0717-y · Cited by 57 · see citing works
Kinesthetic and visual control of a bimanual task: specification of direction and amplitude
Flanders, M., & Cordo, P. (1989) · Journal of Neuroscience · doi:10.1523/jneurosci.09-02-00447.1989 · Cited by 48 · 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
Barnes, G. R., & Collins, C. (2008) · Journal of Neurophysiology · doi:10.1152/jn.00060.2008 · Cited by 41 · see citing works
Xiao, Q., Barborică, A., & Ferrera, V. P. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhl002 · Cited by 37 · see citing works
Gregory, R. L. (2002) · The MIT Press eBooks · doi:10.7551/mitpress/7111.003.0009 · Cited by 33 · see citing works
People Favour Imperfect Catching by Assuming a Stable World
López‐Moliner, J., & Keil, M. S. (2012) · PLoS ONE · doi:10.1371/journal.pone.0035705 · Cited by 26 · see citing works
Predicting the duration of ocular pursuit in humans
Barnes, G. R., Collins, C., & Arnold, L. R. (2004) · Experimental Brain Research · doi:10.1007/s00221-004-1981-3 · Cited by 26 · see citing works
The role of internal models and prediction in catching balls
Hayhoe, M., Mennie, N. R., Sullivan, B., & Gorgos, K. (2005) · Cited by 24 · see citing works
Self-citationFautrelle, L., Pichat, C., Ricolfi, F., Peyrin, C., & Bonnetblanc, F. (2011) · Neuroscience · doi:10.1016/j.neuroscience.2011.06.034 · Cited by 23 · see citing works
Involvement 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
Forward Models and State Estimation in Posterior Parietal Cortex
Mulliken, G. H., & Andersen, R. A. (2009) · The Cognitive Neurosciences · doi:10.7551/mitpress/8029.003.0053 · Cited by 6 · see citing works
Perception of acceleration with short presentation times: Can acceleration be used in interception?
Brouwer, A.-M., Brenner, E., & Smeets, J. B. J. (2001) · EUR Research Repository (Erasmus University Rotterdam) · Cited by 5 · see citing works
Preparation for smooth pursuit eye movement based on expectation in humans
Tabata, H., Miura, K., & Kawano, K. (2007) · Systems and Computers in Japan · doi:10.1002/scj.20677 · Cited by 2 · see citing works
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Research works printed but not linked: 1
- Kowler, E., Martins, A., & Pavel, M. (1984). The effect of expectations on slow oculomotor control-IV. Anticipatory smooth eye movements depend on prior target motions. Vision Research, 24(3), 197- 210.
Cited by
Sorted by citations
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
Testing predictive coding theories of autism spectrum disorder using models of active inference
Arthur, T., Vine, S., Buckingham, G., Brosnan, M., Wilson, M., & Harris, D. (2023) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1011473 · Cited by 21 · see citing works
“As discussed, individuals generally direct a single fixation to a location a few degrees above the bounce position of an oncoming ball [67,68].”
BackgroundImpaired 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
- Authors
- Diaz, G., Cooper, J., Rothkopf, C., & Hayhoe, M.
- Affiliations
- The University of Texas at Austin (US)
- Goethe University Frankfurt (DE)
- Venue
- Journal of Vision
- Published
- 2013-01-16
- Volume
- 13
- Issue
- 1
- Pages
- 20-20
- ISSN
- 1534-7362 (ISSN-L)
- PMC
- PMC3587002
- OpenAlex
- W2138012559
- Cited by
- 196
- References
- 67
- Citations by year
- 2026: 10 · 2025: 19 · 2024: 13 · 2023: 16 · 2022: 16 · 2021: 21 · 2020: 14 · 2019: 15 · 2018: 21 · 2017: 15 · 2016: 11 · 2015: 9 · 2014: 8 · 2013: 8
- FWCI
- 6.58
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Journal of Vision (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (EY05729)
- Department of Mechanical Engineering, University of Texas at Austin
- National Eye Institute (EY 019174, R01EY019174, R01EY005729, EY05729)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Keywords
- saccades, visual prediction, memory-based prediction, interception task, virtual reality, ball trajectory prediction, visual motion perception, eye movements
- MeSH terms
- Computer Simulation, Female, Humans, Learning, Male, Memory, Motion Perception, Psychomotor Performance, Pursuit, Smooth, Saccades, User-Computer Interface
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