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Published byAnis Collins Modified over 9 years ago
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Chapter 4: Object Recognition Object/Pattern Recognition: Making sense of stimulus energy Process: Bottom-Up vs. Top-down – see ambiguous image Direct vs. Constructive Perception
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Gestalt Organizational Principles Theories of Pattern Recognition Gestalt: Stimulus information combined with innate organizing principles of sensory systems. Need examples of principles (proximity, similarity, common fate, closure, and overriding principle of Pragnanz
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Theories of Pattern Recognition: Cont. 2. Template Matching: external pattern matched to stored internal representation 3. Feature Analysis: constructing pattern based on combinations of primitive features 4. Prototype Matching: Stored representation that acts of ‘exemplar’ of entire category of patterns. 5. Geon Theory: Recognition based on geometric primitives
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Stored canonical view
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Template matching But what about K K K K K K
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Prototype matching Central tendency: average representation Attribute frequency: modal representation
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Selfridge (1959) Pandemonium model
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PDP word recognition model
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Geon forms using basic cylinder shape
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Expertise and Pattern Recognition Chase and Simon (1970’s): studies with chess experts Expertise corresponds to more efficient processing of increasingly larger, more meaningful patterns. Expansion of working memory capacity – Long-term working memory
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Chess patterns
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