Pattern Recognition Flashcards
what is the main problem with forming representations of objects?
shape constancy - objects can appear in many different orientations, therefore limiting theories of perception
what are theories of bottom-up pattern recognition?
template theory
feature theory
RBC theory
template theory
uses pattern activity to perceive objects
whatever memory representation most closely matches the object is what one thinks the object is
problems with template theory
transformations
obstructed objects
doesn’t involve features
feature theory
counts up matching feature between perceptual and memory representations
what is evidence supporting feature theory?
the visual system uses features
caricatures are recognized better than realistic line drawings
problem with feature theory
doesn’t account for the relationship between features
RBC theory
uses features to deconstruct objects into geons
geon
basic geometric shape
RBC theory matching process
detect object
find view-invariant properties of the object
determine the component geons using view-invariant properties
match geons to memory
what is evidence supporting RBC theory?
allows one to recognize partial or degraded objects
the more complex an object is, the easier it is to recognize it
harder to recognize objects in unusual orientations
problems with RBC theory
little neuroscientific supporting evidence
doesn’t explain how one can distinguish similar objects from each other
doesn’t account for recognizing objects when not in their usual contexts
bottom-up pattern recognition is driven by what?
stimulus data
top-down pattern recognition is driven by what?
prior knowledge and past experiences
types of top-down effects
expectation/bias
environmental context effects
word superiority effect