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Dynamic attention and predictive tracking Todd S. Horowitz Visual Attention Laboratory Brigham & Womens Hospital Harvard Medical School Lomonosov Moscow State University Cognitive Seminar, 6/10/2004
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lab photo Jeremy Wolfe David Fencsik George Alvarez Sarah Klieger Randy Birnkrant Jennifer DiMase Helga Arsenio Linda Tran (not pictured)
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Multi-element visual tracking task (MVT) Devised by Pylyshyn & Storm (1988) Method for studying attention to dynamic objects
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Multi-element visual tracking task (MVT) Present several (8-10) identical objects Cue a subset (4-5) as targets All objects move independently for several seconds Observers asked to indicate which objects were cued
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Demo mvt4 demo
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Interesting facts about MVT Can track 4-5 objects (Pylyshyn & Storm, 1988) Tracking survives occlusion (Scholl & Pylyshyn, 1999) Involves parietal cortex (Culham, et al, 1998) Clues to objecthood - Scholl
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Accounts of MVT performance FINSTs (Pylyshyn, 1989) Virtual polygons (Yantis, 1992) Object files (Kahneman & Treisman, 1984) Object-based attention
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These are all (partially) wrong FINSTs (Pylyshyn, 1989) Virtual polygons (Yantis, 1992) Object files (Kahneman & Treisman, 1984) Object-based attention
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Common assumptions Low level (1st order) motion system updates higher-level representation –FINST –Object file –Virtual polygon Continuous computation in the present
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Overview MVT and attention Tracking across the gap Tracking trajectories
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MVT and attention Clearly a limited-capacity resource Attentional priority to tracked items (Sears & Pylyshyn) Hypothesis: MVT is mutually exclusive with other attentional tasks George Alvarez, Helga Arsenio, Jennifer DiMase, Jeremy Wolfe
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MVT and attention Clearly a limited-capacity resource Attentional priority to tracked items (Sears & Pylyshyn) Hypothesis: MVT is mutually exclusive with visual search
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MVT and attention Clearly a limited-capacity resource Attentional priority to tracked items (Sears & Pylyshyn) Hypothesis: MVT is mutually exclusive with visual search Method: Attentional Operating Characteristic (AOC)
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AOC Theory
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General methods - normalization Single task = 100 Chance = 0 Dual task performance scaled to distance between single task performance and chance
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General methods - staircases Up step (following error) = 2 x down step Asymptote = 66.7% accuracy Staircase runs until 20 reversals Asymptote computed on last 10 reversals
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General methods - tracking 10 disks 5 disks cued Speed = 9°/s
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AOC Theory
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AOC reality Tasks can interfere at multiple levels Interference can occur even when resource of interest (here visual attention) is not shared How independent are two attention- demanding tasks which do not share visual attention resources?
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Gold standard: tracking vs. tone detection
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Gold standard method Tracking –Duration = 6 s Tone duration –10 600 Hz tones –Onset t = 1 s –ITI = 400 ms –Distractor duration = 200 ms –Task: target tone longer or shorter? –Target duration staircased ( 31 ms) –Dual task priority varied N = 10
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Gold standard AOC
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Tracking + search method Tracking –Duration = 5 s Search –2AFC E vs. N –Distractors = rest of alphabet –Set size = 5 –Duration staircased (mean = 156 ms) –Onset = 2 s N = 9
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Tracking + search method
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Tracking + search AOC
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Does tracked status matter? T L L L T L
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method Tracking –Duration = 3 s Search –2AFC left- or right-pointing T –Distractors = rotated Ls –Set size = 5 –Duration staircased (mean = 218 ms) –Onset = 1 s N = 9
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search inside tracked set T L T L L L L
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search outside tracked set T L T L L L L
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mixedblocked search inside tracked set search outside tracked set
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inside vs. outside AOC
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Does spatial separation matter? E F V H P
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method Tracking –Duration = 5 s Search –2AFC E vs. N –Distractors = rest of alphabet –Set size = 5 –Duration = 200 ms –Onset = 2 s N = 9
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spatial separation AOC
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search v track summary
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MVT and search Clearly not mutually exclusive Not pure independence Close to gold standard MVT and search use independent resources?
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Two explanations Separate attention mechanisms Time sharing
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Predictions of time sharing hypothesis Should be able to leave tracking task for significant periods with no loss of performance Should be able to do something in that interval
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Track across the gap method
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Track 4 of 8 disks Speed = 6°/s Blank interval onset = 1, 2, or 3 s Trajectory variability: 0°, 15°, 30°, or 45° every 20 ms Blank interval duration staircased (dv) N = 11
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track across the gap asymptotes
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Predictions of time sharing hypothesis Should be able to leave tracking task for significant periods with no loss of performance (see also Yin & Thornton, 1999) - confirmed Should be able to do something (e.g. search) in that interval
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search during gap method AOC method Tracking task same as before Search task in blank interval –Target = rotated T –Distractors = rotated Ls –Set size = 8 –4AFC: Report orientation of T Duration of search task staircased (326 ms)
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search during gap AOC
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Predictions of time sharing hypothesis Should be able to leave tracking task for significant periods of time with no loss of performance (see also Yin & Thornton, 1999) - confirmed Should be able to do something (e.g. search) in that interval - confirmed
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Summary MVT and visual search can be performed independently in the same trial May support independent visual attention mechanisms May support time-sharing
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Summary Tracking across the gap data support time sharing Tracking across the gap data raise new questions
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What is the mechanism? Not a continuous computation in the present Not first order motion mechanisms Not apparent motion Randall Birnkrant, Jennifer DiMase, Sarah Klieger, Linda Tran, Jeremy Wolfe
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None of these theories fit FINSTs (Pylyshyn, 1989) Virtual polygons (Yantis, 1992) Object files (Kahneman & Treisman, 1984)
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What is the mechanism? Some sort of amodal perception? (e.g. tracking behind occluders, Scholl & Pylyshyn, 1999) … but there are no occlusion cues!
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Scholl & Pylyshyn, 1999
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Maybe the gap is just an impoverished occlusion stimulus No occlusion/disocclusion cues Synchronous disappearance
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Predictions of impoverished occlusion hypothesis Occlusion cues will improve performance Asynchronous disappearance will improve performance
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Method Track for 5 s Speed = 12°/s Track 4 of 10 disks Independent variables (blocked) –Gap duration:107 ms, 307 ms, 507 ms –Occlusion cues absent, present –Disappearances synchronous, asynchronous N = 15
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synchronous disappearance all items reappear simultaneously items invisible but continue to move
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synchronous disappearance + occlusion occlusion begins disocclusion begins
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Occlusion/Disocclusion
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asynchronous disappearance item reappears one item at a time disappears but continues to move
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asynchronous disappearance + occlusion... moves while invisible...... then disoccludes one item at a time begins to be occluded...
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comparing cue types
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Occlusion hypothesis fails Occlusion cues dont help Asynchronous disappearance doesnt help
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Method Track for 5 s Speed = 12°/s Synchronous condition only Independent variables (blocked) –Gap duration:107 ms, 307 ms, 507 ms –Occlusion cues absent, present –Track 4, 5, or 6 of 10 disks N = 11
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comparing cue types
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Occlusion hypothesis fails Occlusion cues dont help Occlusion cues can actually harm performance Asynchronous disappearance doesnt help
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What is the mechanism? Not a continuous computation in the present Not first order motion mechanisms Not apparent motion Not amodal perception (occlusion)
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How do we reacquire targets? remember last location (backward) store trajectory (forward) David Fencsik, Sarah Klieger, Jeremy Wolfe
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location-matching account Memorized pre-gap target location. Nearest to memorized location: identified as target. First Post-Gap Frame
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trajectory-matching account Memorized pre-gap target trajectory. On target trajectory: identified as target. First Post-Gap Frame
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Shifting post-gap location 0 Last visible pre-gap location opposite of expected location Expected post-gap location +1 = Stimulus trajectory
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shifting post-gap location predictions
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Shifting post-gap location methods track for 5 s speed = 8°/s track 5 of 10 disks gap duration = 300 ms post-gap location condition blocked stimuli continue to move after gap
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shifting post-gap location
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Location vs. trajectory-matching support for location-matching –see also Keane & Pylyshyn 2003; 2004 but advantage for -1 is suspicious
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Location vs. trajectory-matching time +1.0 + time +2.0 + + time +1.5
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shift & stop methods track for 4-6 s speed = 9°/s track 2 or 5 of 10 disks gap duration = 300 ms post-gap location condition blocked stimuli stop after gap
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moving vs. static after gap
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2 vs. 5 targets
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Location vs. trajectory-matching support for location-matching However... –conditions are blocked –observers might see their task not as tracking across the gap, but learning which condition theyre in –might not tell us about normal target recovery
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Location vs. trajectory-matching can subjects use trajectory information? always have items move during gap vary whether trajectory information is available or not
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moving condition invisible motion
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static condition invisible motion
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manipulate pre-gap information methods track for 4 s speed = 9°/s track 1 to 4 of 10 disks gap duration = 300 ms
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manipulate pre-gap information
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Location vs. trajectory-matching observers can use trajectory information unlimited (or at least > 4) capacity for locations smaller (1 or 2) capacity for trajectories
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Conclusions Flexible attention system allows rapid switching between MVT and other attention-demanding tasks Some representation allows recovery of tracked targets after 300-400 ms gaps This representation includes location and trajectory information
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Speculation MVT reveals two mechanisms, rather than just one Frequently (but perhaps not continuously) updated location store Attention to trajectories
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