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The
ability to recognize familiar types of objects is an amazing characteristic
that humans possess. The introduction is a cognitive ability that is generally
done quickly and without much effort. The existence of pattern recognition
involves a complex interaction between sensation, perception, memory, and
cognitive searching with the purpose of recognition of the pattern.
Perceptual
Theory
Psychologists
who have studied perception develop two main theories about the way humans
understand the world. The first theory, constructive perception, states that
humans "reconstruct" perceptions by actively selecting stimuli and
combining sensations with memory. Constructivists argue that the pattern
changes in the original stimulus remain recognizable because of the unconscious
interference, a process of integrating information spontaneously to construct
interpretations. While the second theory, direct perception (direct
perception), states that perception is formed from the acquisition of
information directly from the environment. Both theories alike explain
perceptions but focus on different stages of the process.
Visual
Pattern Recognition
Each
point of view has the basic similarities of the theory to each other, whereas
the differences will provide an organizational framework. A constructivist will
state that the brain is interpretative. The brain uses heuristics and
algorithms to process information signals. But between the two brains tend to rely,
so it will often make mistakes. The fallacy is generally rooted in a perceptual
illusion that causes us to see what is not really in the physical world. This
type of illusion depicts the way the mind organizes visual stimuli as well as
illustrates the importance of the mind in the introduction of objects is an
illusion called illusory contour. In this illusory contour there is lateral
inhibition, the tendency of neural elements adjacent in the retina to block the
surrounding cells, thus reinforcing the impression of the contours. Gestalt
psychologists argue that humans form subjective illusions because of simple and
familiar figures in good form in an environment. This idea is known as
Prägnanz's law and is considered the main law of Gestalt perception.
Gestalt
Theory
The
pattern organization for Gestalt psychologists involves the cooperation of all
stimuli in generating an impression that goes beyond the combined sensations.
Some stimuli patterns, according to Max Wertheimer (1923) are naturally organized.
The Gestalt laws include:
·
The law of proximity
·
The law of similarity
·
The law of closure
·
The law of symmetry
·
The law of continuity
·
The law of common fate
The
study of pattern recognition by cognitive psychologists has broadened the field
of early Gestalt psychologists' research. Some modern cognitive psychologists
concentrate on the internal structures and processes associated with complex
pattern recognition, rather than emphasizing the characteristics of simple
stimuli.
Bottom
Processing - Up Vs Top - Down Processing
There
are two patterns in recognizing a pattern. The first theory, bottom-up
processing, is the theory that the recognition process begins with the
identification of the specific parts of a pattern as its foundation. The second
theory, top-down processing, suggests that the recognition process begins with
the hypothesis of a pattern followed by the introduction of that part of the
pattern.
Top-down
processing requires a certain amount of implementation time. Researchers
testing facial recognition have found that faces can be interpreted by feature
and configurational parts.
Template
Matching
An
early theory of how the brain recognizes patterns and objects is called the template
matching theory. The theory of template matching as a pattern recognition
theory, has its weaknesses and advantages. The advantages of this theory that
is in recognizing a brain pattern to compare visual stimuli with something
internal stored in memory. The downside, an interpretation of the template
matching theory will face difficulties.
Feature Analysis
An
approach to the problem of how we filter information from complex stimuli is
called feature analysis. This theory says that object recognition is a
high-level information processing preceded by the identification of complex
stimuli coming into the retina according to simpler features. The two main
streams of research - neurological and behavioral - have supported the
feature-analysis hypothesis.
Prototype
Matching
This
theory assumes that forming a specific template or even forming features of the
various patterns that must be identified, we will store a number of abstraction
patterns in memory. As a pattern recognition theory, template matching has
usability in computer programs, but in its rigid form, template matching cannot
account for the very diverse, accurate and economical introduction of human
objects.
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