COURSE SYLLABUS

G89.2223
Perception
Fall 2009

Monday/Wednesday
4 pm - 5:15
Room 851 Meyer Hall

Last updated: July 27, 2009


9/9-21

Detection and Cue Integration (Landy)

Principles

Readings: Wandell App 3; Signal Detection Theory handout; Hecht et al. (1942); Geisler (1989).

Supplementary readings: Cornsweet, T. N. (1970). Visual Perception. New York: Academic Press (chs. 2-4); Duda, R. O., Hart, P. E. & Stork, D. G. (2001). Pattern Classification. New York: Wiley (chs. 2-3); Green, D. M. & Swets, J. A. (1966/1974) Signal Detection Theory and Psychophysics. New York: Robert E. Krieger; Macmillan, N. A. & Creelman, C. D. (1991). Detection Theory: A User's Guide. New York: Cambridge; Wickens, T. D. (2002). Elementary Signal Detection Theory. New York: Oxford; Coombs, C. H., Dawes, R. M. & Tversky, A. (1970). Mathematical Psychology, An Elementary Introduction. Englewood Cliffs, NJ: Prentice-Hall (ch. 6).

Additional readings about retinal responses near absolute threshold: Field, Sampath & Rieke (2005); Chichilnisky & Rieke (2005).

Signal detection tutorial (zip archive of matlab code)

Lecture slides (pdf)

9/23-30

Note: no class 9/28

Cue Combination and Statistical Decision Theory (Landy)

Principles

Readings: Landy, Maloney, Johnston & Young (1995); Ernst & Banks (2002); Knill, Kersten & Yuille (1996); Mamassian, Landy & Maloney (2003), pp. 13-22; Körding et al.

Supplementary readings: Saunders & Knill (2005); Maloney (2002), pp. 145-177; Dean, Wu & Maloney (2007); Battaglia & Schrater (2007)

Books for background reading on Bayesian estimation and decision theory (optional): Leanard & Hsu, Bayesian Methods: An analysis for statisticians and interdisciplinary researchers; Sivia, Data Analysis: A Bayesian Tutorial.

Lecture slides (7 MB pdf)

Lecture notes on depth (from undergrad perception course)

10/5-14 Color: Trichromacy, Color Opponency, & Chromatic Adaptation (Maloney)

Principles

Readings: Wandell Chs 1, 3, 4, & 9.

Lecture slides:
Color slides part I
Color slides part II
Color slides part III

Lecture notes:
Lecture notes on color (from undergrad perception course)
Lecture notes on the retina (from undergrad perception course)

Color matching tutorial (100 KB, zip archive of matlab code)

10/19 - 11/4 Spatial Vision, Linear Systems Theory and Auditory Channels (Landy/Poeppel)

Principles

Readings: Wandell Chs 2, 3, 5, 6, 7, 8, & App 1; Signals, Linear Systems, & Convolution Handout.

Auditory readings: Moore, first 10 pages of Painter & Spanias

Supplementary readings:

Lecture slides (pdf)

David Poeppel's lecture slides (pdf)

Matlab tutorials, Note: Add the subdirectory "pyrTools" along with all its subdirectories to get these tutorials to work.

11/9-18 Visual Motion Perception (Heeger)

Principles

Readings: Wandell Ch 10 & App 5; Adelson & Bergen (1985); Adelson & Movshon (1982); Weiss, Simoncelli, & Adelson (2002).

Supplementary readings: Simoncelli & Heeger (1998); Huk & Heeger (2002); Motion estimation handout.

Lecture slides:
Motion intro lecture slides (2MB pdf)
Functional specialization lecture slides (5.9MB pdf)
Computational theory lecture slides (7.1MB pdf)

Lecture notes:
Lecture notes on motion (from undergrad perception course)
Lecture notes on the visual cortex (from undergrad perception course)

Matlab code:
Motion tutorial (160KB zipped archive, requires matlabPyrTools)
MT model (matlab code available for download)

11/23 - 12/7

Note: no class 11/25

Attention (Carrasco)

Readings: Carrasco (2006); Lu & Dosher (2004); Dosher & Lu (2000); Carrasco & Yeshurun (1998); Wolfe (1998); Palmer (1995); Reynolds, Pasternak, & Desimone (2000).

Lecture slides:
Lecture slides - part 1 (2.2MB powerpoint)
Lecture slides - part 2 (2.7MB powerpoint)
Lecture slides - part 3a (480 KB powerpoint)
Lecture slides - part 3b (12.7MB powerpoint)

12/9-14 Recognition (Pelli)

Readings: Rosch et al. (1976); Pelli & Tillman (2008) with supplementary material; Treisman & Kanwisher (1998); Ranzato, Huang, Boureeau, & LeCun (2007).

Lecture slides:
Part 1 (2.9 MB pdf)
Part 2 (7.1 MB pdf)
Part 3 (1.9 MB pdf)
Part 4 (9.8 MB pdf)


FACULTY

Marisa Carrasco, Rm. 971, 8-8328
marisa.carrasco@nyu.edu
David J. Heeger, Rm. 963, 8-7868
david.heeger@nyu.edu
Michael Landy, Rm. 961, 8-7857
landy@nyu.edu
Laurence Maloney, Rm. 278, 8-7851
laurence.maloney@nyu.edu
Denis Pelli, Rm. 960, 8-3864
denis.pelli@nyu.edu
David Poeppel, Rm. 281, 2-7489
david.poeppel@nyu.edu

Assignments

For each assignment, write an essay (or essays for assignments with multiple part question), approximately 5 pages per assignment, with references and optionally with figures. Each essay must include background, summarizing the relevant material from the lectures and readings, in addition to the specific answer to the question. Submit your essay by email to (as a pdf file) to Prof. Landy.

Assignment 1: Detection/Cue Integration (due 10/16)

 

Assignment 2: Spatial Vision and Color (due 11/29 *** extended deadline ***)

 

Assignment 3: Spatial Vision and Attention (due 12/21)