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Perception and Pattern
Recognition
What types of information do we use to
perceive the world correctly?
What are the major theories about how we
recognize patterns?
What are the strengths and weaknesses of
these theories?
Types of Perceptual Processes
• Bottom-up - work up from sensory info.
• Top-down - apply knowledge and experience
Top-Down Effects
Chess masters remember chess board
patterns better than novices (Chase &
Simon,1973)
Easier to recognize objects in context
(Palmer,1975)
C
Illusory Contours
Template Matching Theory
Recognize patterns by matching stimulus to
template
Works in price scanners
Problems with Template Matching
• Differences in orientation
• Differences in size
RR
• Differences in form
R R
R
R
R
Feature Analysis
Identify simple features of patterns
Combine features into complex patterns
Hubel & Wiesel (1965) found feature detector
neurons in cats
Visual search: easier to find target when it
doesn’t share features with the background
(Neisser,1964)
Find the Z
Treisman’s Feature Analysis
Theory
Preattentive Stage: detect visual features
Pop-Out
Illusory Conjunctions
Focused Attention Stage: combine features
into objects
Problems with Feature Analysis
Two different patterns can have
the same features
Patterns may not have any
features that are required
H
Gestalt Approach
Law of Pragnanz
Similarity
Good Continuation
Proximity
Common Fate
Familiarity
Good
continuation
Prototype Matching Theory
Prototype - “best” or “typical”
representation of a pattern
Stimulus is compared to prototypes
Uncertainty in pattern recognition
Pseudomemory (Solso & McCarthy,1981)
Study These Faces...
Which Did You See?
A
B
A is the prototype; it was not seen.
B was not seen.
C was one of the original faces.
C
Evolutionary Psychology
What problems must the brain solve to
perceive accurately?
Figure-ground separation
Inverse projection problem
Occlusion
Edge perception
Evolutionary Psychology
How does the brain solve these problems?
Top-down and bottom-up
Heuristics
Built-in brain organization
Plasticity