Visual Pattern Recognition

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Evidence and Consequences of Feature Detection in The Visual Pattern Recognition of Reading by Taylor J. Meek is licensed under
a Creative Commons Attribution-Noncommercial-Share Alike 3.0 United States License.
These original publications may be accessed electronically from: http://www.lingnik.com/visual-pattern-recognition
Taylor J. Meek
October 22, 2009
Physiology
Patterns
Features
Difference Detectors and Visual Aftereffects
Finding the Feature Detectors
Building Feature Detector Systems
Physiology
Patterns
Features
+
Base Level
-
Input A
+
A
No Activity
Difference
Detector
Basal Activity
+
Base Level
-
B
Input B
-
No Activity
No Activity
Physiology
Patterns
Features
Red
Base Level
Tired
Red
+
Red
No Activity
Difference
Detector
Neutral Color
(Yellow)
Green
Base Level
Tired
Green
Green
-
No Activity
No Activity
Physiology
Patterns
Features
Red
Base Level
Tired
Red
+
Red
No Activity
Difference
Detector
Neutral Color
(Yellow)
Green
Base Level
Tired
Green
Green
-
No Activity
No Activity
Physiology
Patterns
Features
+
Base Level
-
Movement
Up
+
Up
No Activity
Difference
Detector
Basal Activity
+
Base Level
No Activity
Movement
Down
Down
-
No Activity
Physiology
Patterns
Features
Complementary Color Photoreceptors
Something More Abstract
“The McCollough Effect”
1
(Gibson & Harris 1968 in Lindsay & Norman 1977)
2
(Gibson & Harris 1968 in Lindsay & Norman 1977)
(Gibson & Harris 1968 in Lindsay & Norman 1977)
So what?
Eye Transfer
Color Desensitization
Motion Detector Desensitization
Orientation-specific Line Detectors
Physiology
Patterns
Features
Edge
++++++-
--+
--+
--+
Slit/Line
+-+
+-+
+-+
-+-+-+-
Dimness
+++
+++
+++
-------
Physiology
Patterns
Features
Edge
Convex
Edge
Moving
Contrast
(Edge)
Dimness
Physiology
http://flickr.com/photos/thomashawk/90125879/
Toad by Thomas Hawk, under CC License
Patterns
Features
Light
Ganglion & Bi-Polar Cells
Receptive
Field
• On-Center, Off-Surround
• Off-Center, On-Surround
• Light Onset, Extinction
• Peculiar Receptive Fields
• Color Specificity, Contrast
• Movement (Directional)
Ganglion
Cell
(Lindsay & Norman 1977, p.215)
Physiology
Patterns
Features
Slit and Line
+-+
+-+
+-+
-+-+-+-
Edge
++++++-
--+
--+
--+
Physiology
Patterns
Features
Slit and Line
+-+
+-+
+-+
-+-+-+-
Edge
++++++-
--+
--+
--+
Physiology
Patterns
Features
Size/Endpoint Termination
Movement (Axial Bidirectional)
Angle
Physiology
Patterns
Features
Size/Endpoint Termination
Physiology
Patterns
Features
Size/Endpoint Termination
Physiology
Patterns
Features
Movement (Bidirectional)
Physiology
Patterns
Features
Angle
Physiology
Patterns
Features
Physiology
Patterns
Features
Physiology
http://flickr.com/photos/crowolf/205180735/
The Monkey Paw by John “Jay” Glenn, under CC License
Patterns
Features
Physiology
(Lindsay & Norman 1977, p.250)
Patterns
Features
Ganglion
& Bipolar
Cells
Simple
Feature
Detectors
Complex
Feature
Detectors
HyperComplex
Feature
Detectors
HigherLevel
Feature
Detectors
http://flickr.com/photos/residae/386508456/
Father of the Eye by Desirae, under CC license
Physiology
Patterns
Features
Features and Grouping
Geon Theory
Physiology
Patterns
Features
http://en.wikipedia.org/wiki/Image:Optokinetic_nystagmus.gif
Available under GNU Free Documentation License,
http://commons.wikimedia.org/wiki/Commons:GNU_Free_Documentation_License
Physiology
Patterns
Features
(Verheijen 1961 in Lindsay & Norman 1977)
Physiology
(Dodwell 1970, p.188)
Patterns
Features
Physiology
(Lindsay & Norman 1977, p.40-44)
Patterns
Features
Physiology
(From R.M. Pritchard, Scientific American, 1961 in Lindsay & Norman 1977)
Patterns
Features
Physiology
Patterns
Features
Physiology
Biederman (1995)
Patterns
Features
Physiology
Patterns
Features
Physiology
Biederman (1995)
Patterns
Features
Physiology
Biederman (1995)
Patterns
Features
Sensory Input
Physiological Features
SimpleComplexHypercomplexHigher-Level
Feature Classes + Feature Relations
Object Segments
Objects
Pandemonium Revisited
Physiology
Patterns
Features
Evidence and Consequences of Feature Detection in The Visual Pattern Recognition of Reading by Taylor J. Meek is licensed under
a Creative Commons Attribution-Noncommercial-Share Alike 3.0 United States License.
These original publications may be accessed electronically from: http://www.lingnik.com/visual-pattern-recognition
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