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Perception of Human Motions Douglas Hohensee COS 598 B April 28 2008

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Page 1: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Perception of Human Motions

Douglas HohenseeCOS 598 B

April 28 2008

Page 2: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Kinematics

• How do you represent motion?

• Motion vs. appearance

Page 3: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Chronophotography• Etienne-Jules Marey (1884)

Page 4: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

PL animation

• Gunnar Johansson (1973)• Individual frames have no “meaning”• 10-12 dots

Page 5: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

PL animation• http://www.psy.vanderbilt.edu/faculty/blake/AR/AR06BM.html

(main)• http://astro.temple.edu/%7etshipley/mocap/dotMovie.html

Page 6: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

PL animation

• Modern applications

• Attach “appearance” to “motion”

Page 7: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Computational models

• Jhuang et al. (2007)

Page 8: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Computational models

• Jhuang et al. (2007)– .avi file

Page 9: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

PL recognition• Susceptible to inversion (Sumi 1984)

– … just like static face perception (Valentine 1988)

• Warning observers of inversion a priori doesn’t help (Pavlova & Sokolov 2000)

• Can infer properties of objects with which that PL actors interact (Bingham 1993, Stoffregen & Flynn 1994)

• Preferential baby-looking (Bertenthal 1993)• People can identify PL animals (Mather & West 1993)• Animals can recognize PL (Regolin et al. 2000)

Page 10: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Animal PL• Regolin et al. (2000)

Page 11: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Social determinants from motion

• From motion, subjects can determine– Sex (Barclay et al. 1978)– Sexual orientation (Ambady et al. 1999)– Dancing ability (Brown et al. 2005)– Openness (Brownlow et al. 1997)– Social dominance (Montepare et al. 1998)– Intent to deceive (Gunns et al. 2002)– http://www.biomotionlab.ca/demos.php

Page 12: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Social determinants from motion

• Sexual orientation (Ambady et al. 1999)– Typical performance on 10s movies: 70%

Page 13: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Social determinants

• Detect emotions through PL door- knocking (Pollick et al. 2001b)

• Demo movie

Page 14: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

PL recognition

How do we understand PL so well?

• Does PL support “Bottom-up” or “Top- down” models?

• Are high-level or low-level features more important?

Page 15: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Low-level vs. High-level

• Johansson (1973): low-level visual processes, combined in “bottom-up” fashion

• Vector analysis of “parts” (pairs of dots)

Page 16: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Low-level vs. High-level

• Mather et al. (1992)– Insert empty frames, see what happens

Page 17: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Low-level vs. High-level

• Mather et al. (1992)

Page 18: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Low-level vs. High-level

• Thornton et al. (1998)– Change only time resolution– Try longer videos

Page 19: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Low-level vs. High-level

• Thornton et al. (1998)

Page 20: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Common coding principle

• Reed & Farah (1995)

Page 21: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Common coding principle

• Reed & Farah (1995)

Page 22: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Common coding principle

• Jacobs & Shiffrar (2005)

Page 23: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Common coding principle

• Jacobs & Shiffrar (2005)

Page 24: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Neural mechanisms• Schenk & Zihl (1997)• Lateral occipital gyrus == (MT/V5) of macaque monkey

Page 25: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Neural mechanisms

• Cowey & Vaina (2000)• Subject AL could not

recognize people when they moved

• Cannot recognize PL actions

• Can recognize motions represented by static images (see box C)

Page 26: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Neural mechanisms• Heberlein et al (2004)

– Some patients impaired in judging emotion and personality (PL)

• Grossman et al. (2005)– Human motion perception (PL) disrupted by artificially-

induced “lesions” by transcranial magnetic stimulation (TMS) of superior temporal sulcus (STS)

Page 27: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Neural mechanisms

• Mirror neurons• Activate when an animal performs a

visually guided activity, ie grasping

Page 28: Perception of Human Motions - cs.princeton.edu€¦ · Social determinants from motion • From motion, subjects can determine – Sex (Barclay et al. 1978) – Sexual orientation

Discussion

• How is motor/social learning related to motion perception?

• Is human motion perception different from that of animal motion perception?