Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions
Humans can rapidly discriminate complex scenarios as they unfold in real time, for example during law enforcement or, more prosaically, driving and sport. Such decision-making improves with experience, as new sources of information are exploited. For example, sports experts are able to predict the o...
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2018-11-01
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doaj-8588d58ee4dc4dafbc98d14e226663092020-11-24T21:13:48ZengFrontiers Media S.A.Frontiers in Psychology1664-10782018-11-01910.3389/fpsyg.2018.02229378580Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded DecisionsSepehr Jalali0Sian E. Martin1Colm P. Murphy2Joshua A. Solomon3Kielan Yarrow4Department of Psychology, City, University of London, London, United KingdomDepartment of Psychology, City, University of London, London, United KingdomExpert Performance and Skill Acquisition Research Group, School of Sport, Health and Applied Science, St Mary's University, Twickenham, United KingdomCentre for Applied Vision Science, City, University of London, London, United KingdomDepartment of Psychology, City, University of London, London, United KingdomHumans can rapidly discriminate complex scenarios as they unfold in real time, for example during law enforcement or, more prosaically, driving and sport. Such decision-making improves with experience, as new sources of information are exploited. For example, sports experts are able to predict the outcome of their opponent's next action (e.g., a tennis stroke) based on kinematic cues “read” from preparatory body movements. Here, we explore the use of psychophysical classification-image techniques to reveal how participants interpret complex scenarios. We used sport as a test case, filming tennis players serving and hitting ground strokes, each with two possible directions. These videos were presented to novices and club-level amateurs, running from 0.8 s before to 0.2 s after racquet-ball contact. During practice, participants anticipated shot direction under a time limit targeting 90% accuracy. Participants then viewed videos through Gaussian windows (“bubbles”) placed at random in the temporal, spatial or spatiotemporal domains. Comparing bubbles from correct and incorrect trials revealed how information from different regions contributed toward a correct response. Temporally, only later frames of the videos supported accurate responding (from ~0.05 s before ball contact to 0.1 s afterwards). Spatially, information was accrued from the ball's trajectory and from the opponent's head. Spatiotemporal bubbles again highlighted ball trajectory information, but seemed susceptible to an attentional cuing artifact, which may caution against their wider use. Overall, bubbles proved effective in revealing regions of information accrual, and could thus be applied to help understand choice behavior in a range of ecologically valid situations.https://www.frontiersin.org/article/10.3389/fpsyg.2018.02229/fullreverse correlationclassification imagessports sciencevisual perceptiontennisocclusion |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sepehr Jalali Sian E. Martin Colm P. Murphy Joshua A. Solomon Kielan Yarrow |
spellingShingle |
Sepehr Jalali Sian E. Martin Colm P. Murphy Joshua A. Solomon Kielan Yarrow Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions Frontiers in Psychology reverse correlation classification images sports science visual perception tennis occlusion |
author_facet |
Sepehr Jalali Sian E. Martin Colm P. Murphy Joshua A. Solomon Kielan Yarrow |
author_sort |
Sepehr Jalali |
title |
Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions |
title_short |
Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions |
title_full |
Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions |
title_fullStr |
Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions |
title_full_unstemmed |
Classification Videos Reveal the Visual Information Driving Complex Real-World Speeded Decisions |
title_sort |
classification videos reveal the visual information driving complex real-world speeded decisions |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Psychology |
issn |
1664-1078 |
publishDate |
2018-11-01 |
description |
Humans can rapidly discriminate complex scenarios as they unfold in real time, for example during law enforcement or, more prosaically, driving and sport. Such decision-making improves with experience, as new sources of information are exploited. For example, sports experts are able to predict the outcome of their opponent's next action (e.g., a tennis stroke) based on kinematic cues “read” from preparatory body movements. Here, we explore the use of psychophysical classification-image techniques to reveal how participants interpret complex scenarios. We used sport as a test case, filming tennis players serving and hitting ground strokes, each with two possible directions. These videos were presented to novices and club-level amateurs, running from 0.8 s before to 0.2 s after racquet-ball contact. During practice, participants anticipated shot direction under a time limit targeting 90% accuracy. Participants then viewed videos through Gaussian windows (“bubbles”) placed at random in the temporal, spatial or spatiotemporal domains. Comparing bubbles from correct and incorrect trials revealed how information from different regions contributed toward a correct response. Temporally, only later frames of the videos supported accurate responding (from ~0.05 s before ball contact to 0.1 s afterwards). Spatially, information was accrued from the ball's trajectory and from the opponent's head. Spatiotemporal bubbles again highlighted ball trajectory information, but seemed susceptible to an attentional cuing artifact, which may caution against their wider use. Overall, bubbles proved effective in revealing regions of information accrual, and could thus be applied to help understand choice behavior in a range of ecologically valid situations. |
topic |
reverse correlation classification images sports science visual perception tennis occlusion |
url |
https://www.frontiersin.org/article/10.3389/fpsyg.2018.02229/full |
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