Motion Perception: Theory and Experiments - PowerPoint PPT Presentation

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Motion Perception: Theory and Experiments

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Give info about integration of local into global. What does Hildreth's model predict? ... Add a bead on surface, rotating with a given ltrial. ... – PowerPoint PPT presentation

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Title: Motion Perception: Theory and Experiments


1
Motion PerceptionTheoryandExperiments
(Pablo J. Velasco) New York University
2
Outline
  • Goal
  • Local cues the aperture problem
  • From local to global INTEGRATION
  • Hildreths model
  • An interesting case the rotating ellipse
  • Hildreths model predictions
  • Psychophysics experiment
  • To do

3
What we detectThe aperture problem
  • V?
  • VII ?

4
From local to globalINTEGRATION
Small receptive fields (input) LOCAL information
  • (output) GLOBAL perception of motion

5
Hildreths model1
  • Finding the velocity field
  • V V(s)
  • compatible with V?

Rigidity
1 Hildreth, E. C., The Measurement of Visual
Motion, The MIT Press, Cambridge, MA (1983)
6
Hildreths model
  • Assumptions (constraint)

Smoothness
  • Q

(Minimize)
7
Bayesian model2
  • Probabilistic (Bayes rule)

Slowness
(Only translation)
  • Probability

(Maximize)
2 Weiss, Y et al., Nature Neuroscience, 5, 598
(2002)
8
Ellipse Rotating
  • Ambiguous stimuli ? illusions

Change of perception with ellipse eccentricity e
Give info about integration of local into global
9
What does Hildreths model predict?
  • V minimum Q

QROT
QDEF
10
Experiment description
  • Goal for a given e, find l.
  • Present ellipse (e) rotating (2.5 sec).
  • Add a bead on surface, rotating with a given
    ltrial.
  • Report whether the bead rotates faster or slower
    than the ellipse.

11
Experiment description
l
  • Psychometric function l for each e

12
(Preliminary) results
  • Subject 1

Subject 2
13
To do
  • Finish the psychophysics (capturing)
  • Bayesian model
  • 2D cues...
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