Object and Face Recognition

MIT

Spring, 2001

 

Instructor: Prof. Pawan Sinha

sinha@ai.mit.edu

 

 

Lecture plan:

 

 

Feb 6:                     Introduction; Course overview

 

Experimental studies of recognition

 

Feb 8:                     Pattern recognition in insects, octopii and insect-inspired robots

 

Feb 13:                   Pattern recognition in birds

 

Feb 15:                   Characteristics of human object recognition psychophysics based on psychophysical experiments

 

Feb 20:                   No class (Monday schedule)

 

Feb 22:                   Brain mechanisms of object recognition – neurophysiological studies

 

Feb 27:                   Effects of brain damage on primate recognition performance

 

Mar 1:                     Scene perception and contextual influences on individual object recognition

 

Mar 6:                     Development of object perception in childhood and in adults

 

Computational studies of recognition

 

Mar 8:                     Classical pattern classification theory

 

Mar 13:                   Theories of recognition: 1. Theories based on 3D models of recognition; 2. Theories based on 2D image models

 

Mar 15:                   In Arlington for DARPA; Linear object models

 

Mar 20:                   Image and model correspondence; Image and object segmentation

 

Mar 22:                   Feedforward and feedback network models of recognition

 

Mar 27:                   Spring break

 

Mar 29:                   Spring break

 

Apr 3:                     Notable case-studies of machine-based recognition systems

 

Apr 5:                     In-class Midterm exam

 

 

Face recognition

 

Apr 10:                   Are faces special? Evidence from physiology, neuropsychology, psychophysics, imaging; developmental studies

 

Apr 12:                   Is face recognition feature-based or holistic? Studies of cue saliency in faces; caricaturing effects

 

Apr 17:                   Patriot’s day; no class

 

Apr 19:                   Perception of facial affect, gaze, and aesthetics

 

Apr 24:                   Psycho-forensic aspects of face recognition

 

Apr 26:                   Case-studies of implemented face recognition systems

 

Synthesis and open issues

 

May 1:                    Top-down influences of recognition on perception

 

May 3:                    Recognition in other sensory modalities; Synthesis and open questions

 

May 8:                    Away at Vision Sciences Meeting; No class

 

May 10: An overview of object recognition research at MIT

 

Project presentations

 

May 15: Project presentations

 

May 17:                  Project presentations

 

 

 

 

Requirements:

 

10%:       Class participation

15%:       Lead a class discussion and scribe notes for one lecture; Roving microphone

10%:       Send three questions to scribe after each lecture:

1.        Open research question/project idea

2.        A short answer question

3.        A multiple choice question

25%:       Mid-term exam

40%:       Term project