Pattern Recognition Flashcards

1
Q

what is the main problem with forming representations of objects?

A

shape constancy - objects can appear in many different orientations, therefore limiting theories of perception

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2
Q

what are theories of bottom-up pattern recognition?

A

template theory
feature theory
RBC theory

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3
Q

template theory

A

uses pattern activity to perceive objects

whatever memory representation most closely matches the object is what one thinks the object is

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4
Q

problems with template theory

A

transformations
obstructed objects
doesn’t involve features

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5
Q

feature theory

A

counts up matching feature between perceptual and memory representations

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6
Q

what is evidence supporting feature theory?

A

the visual system uses features

caricatures are recognized better than realistic line drawings

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7
Q

problem with feature theory

A

doesn’t account for the relationship between features

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8
Q

RBC theory

A

uses features to deconstruct objects into geons

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9
Q

geon

A

basic geometric shape

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10
Q

RBC theory matching process

A

detect object
find view-invariant properties of the object
determine the component geons using view-invariant properties
match geons to memory

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11
Q

what is evidence supporting RBC theory?

A

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

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12
Q

problems with RBC theory

A

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

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13
Q

bottom-up pattern recognition is driven by what?

A

stimulus data

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14
Q

top-down pattern recognition is driven by what?

A

prior knowledge and past experiences

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15
Q

types of top-down effects

A

expectation/bias
environmental context effects
word superiority effect

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16
Q

expectation/bias effect

A

your own expectations/biases can affect one’s perception of something

17
Q

signal detection theory

A

neural activity increases when a signal is detected among noise

18
Q

signal

A

something in the environment one is trying to detect

19
Q

noise

A

things in the environment other than the signal

20
Q

sensitivity

A

how well one discriminates a signal from noise

21
Q

decision criterion

A

the level of activity required to determine that a signal is present
aka the threshold

22
Q

“yes” bias

A

more likely to say a signal is present than that it’s not present
caused by lowering the decision criterion

23
Q

“no” bias

A

more likely to say a signal isn’t present than that it is present
caused by raising the decision criterion

24
Q

what does response accuracy depend on?

A

bias
sensitivity
proportion of “yes” responses and “no” responses

25
Q

environmental context effects

A

when the perception of an object is affected by its context or environment

26
Q

examples of environmental context effects

A

subjective contours
ambiguous letters
objects out of context

27
Q

word superiority effect

A

it is easier to identify a letter when it’s presented in the context of a word than when it’s presented alone

28
Q

results of the forced-choice task

A

words are remembered better than non-words and single letters
pronounceable non-words are remembered better than unpronounceable non-words