Midterm 2 Flashcards
(175 cards)
Q: What image properties characterize objects from a psychophysical point of view?
A: Objects are characterized by properties such as shape, color, texture, and motion, which help distinguish them from the background and other objects.
Q: How does the brain process visual information to recognize and categorize objects?
A: The brain integrates information from multiple receptive fields, moving from simple feature detection in the primary visual cortex (V1) to higher-level processing in areas like the inferotemporal cortex, where object identity is determined.
Q: What is Template Theory in object recognition?
A: Template Theory proposes that the visual system recognizes objects by matching them to stored internal representations of the same shape in the brain.
Q: How does Exemplar Theory differ from Template Theory?
A: Exemplar Theory suggests that objects are recognized by comparing them to multiple stored examples rather than a single, idealized template.
Q: What does the Generalized Context Model (GCM) contribute to Exemplar Theory?
A: GCM mathematically formalizes Exemplar Theory by introducing metrics like distance-based similarity and attention weighting to predict categorization behavior.
Q: How does Prototype Theory explain object recognition?
A: Prototype Theory suggests that people store an abstract mental representation (prototype) of a category instead of remembering every individual example.
Q: Shawn Spencer claims he can recognize a suspect at a crime scene even though he’s only seen blurry security footage of them before. His brain isn’t matching an exact image but instead piecing together clues like their gait, clothing style, and general appearance. Which object recognition theory best explains Shawn’s ability?
A: Exemplar Theory—Shawn is comparing the suspect to multiple stored examples of similar individuals rather than relying on a single template.
Q: Mike Ross is reviewing a contract and immediately recognizes a suspicious clause because it slightly resembles one he has seen in a past case. He doesn’t recall a specific example but recognizes a pattern. What theory of object recognition is at play here?
A: Prototype Theory—Mike is relying on an abstracted mental representation of what a typical problematic clause looks like, rather than recalling a specific case.
Q: Patrick Jane is investigating a crime where five witnesses each describe the suspect differently. One says he had long hair, another says he was short, and another says he was wearing a hat. Jane realizes that each person only saw a part of the suspect, similar to the Five Blind Monks and the Elephant analogy. What does this analogy illustrate in object recognition?
A: The brain integrates multiple small pieces of visual information (like receptive fields in V1) to form a complete perception, similar to how the monks each interpreted different parts of the elephant.
Q: Abed watches a movie scene with a character walking into a dark alley. Based on lighting, framing, and pacing, he instantly predicts the character will get ambushed, even though the scene isn’t an exact match to any film he has seen before. What recognition model allows Abed to make this prediction?
A: Exemplar Theory—Abed compares the scene to multiple similar ones he has seen before, rather than matching it to a single stored template.
Q: Lorelai Gilmore can recognize any coffee cup from Luke’s Diner even if the lighting is dim or if it’s partially covered by another object. This demonstrates which challenge in object recognition?
A: The variability of objects—Object recognition must account for changes in context, lighting, and partial occlusion.
Q: Michael Westen identifies a gun based on its silhouette, even though it’s covered by a jacket. His brain fills in the missing details based on previous knowledge. What aspect of visual processing does this demonstrate?
A: The brain’s ability to integrate partial information from receptive fields to form a complete object representation.
Q: What are the key characteristics of Template Theory in object recognition?
A:
Storage: Fixed templates for each object.
Recognition: Direct matching to a single internal representation.
Flexibility: Limited (sensitive to variations).
Scalability: Requires many templates for different views.
Q: How does Exemplar Theory differ from Template Theory?
A:
Storage: Multiple stored examples (exemplars).
Recognition: Comparison with multiple previously seen instances.
Flexibility: High (handles variability well).
Scalability: Stores many exemplars but generalizes well.
Q: What is General Recognition Theory (GRT)?
A: Categorization is based on multivariate signal detection theory, where categories are defined by probabilistic distributions and decision boundaries that separate perceptual regions.
Q: What is the main idea behind Biederman’s Recognition-by-Components (RBC) Theory?
A: Objects are recognized by breaking them down into basic 3D shapes called geons, which function like an alphabet of shapes that the brain can use to recognize different objects.
Q: What is the concept of “Grandmother Cells”?
A: The idea that a single neuron may be responsible for recognizing a specific person or concept, supported by studies that found neurons that selectively fired in response to images of Jennifer Aniston or Harrison Ford.
Q: Harvey Specter is handling a case where a witness claims they saw the defendant at a crime scene. However, the witness actually saw someone who merely resembled the defendant. If the witness used the Generalized Context Model (GCM), how might they have misidentified the person?
A: GCM suggests that the witness categorized the face based on similarity to stored exemplars. Since the actual suspect closely resembled a previously seen face, the witness incorrectly matched them.
Q: Gus is skeptical when Shawn claims that a man in a fake mustache is actually their suspect in disguise. Shawn argues that even though the mustache slightly alters his appearance, he still recognizes the suspect’s unique facial structure and eye shape. Which object recognition theory supports Shawn’s reasoning?
A: General Recognition Theory: GRT says we recognize things by using multiple features at once (like eye shape and jawline) and mentally sort them into categories based on patterns. Even if something looks a little different, we can still recognize it if it fits the overall pattern of that category.
Q: Patrick Jane is at a crime scene and quickly identifies a piece of evidence as a rare antique vase, despite it being partially broken. His ability to recognize the vase even when missing pieces aligns with which theory?
A: Recognition-by-Components (RBC) Theory—Jane mentally reconstructs the object based on its geons, recognizing it despite missing details.
Q: Abed has a mental image of what the “cool professor” at Greendale should look like—leather jacket, sarcastic but kind, loves pop culture references. When he meets a new professor, he instantly categorizes them as “cool” based on their resemblance to this mental image. Which theory is he using?
A: Prototype Theory—Abed compares the professor to an abstracted mental prototype rather than recalling every professor he’s met.
Q: Lorelai instantly recognizes her favorite coffee mug at Luke’s Diner, even though it’s slightly chipped and the handle is worn down. Which theory best explains her ability to recognize it despite these changes?
A: Exemplar Theory—She has seen the mug in multiple conditions before, so she compares it to her stored mental examples.
Q: Michael Westen is testing an informant’s ability to recall people. He finds that the informant only reacts to an image of one specific target, ignoring other similar-looking people. If the informant’s brain functioned like a Grandmother Cell, what does this suggest?
A: It suggests the informant has a neuron that fires specifically for that person, similar to how some neurons selectively responded only to Jennifer Aniston in neuroscience studies.
Q: What is the main difference between template theory, exemplar theory, and prototype theory in object recognition?
A:
Template Theory: Objects are recognized by matching input to a single stored template (limited flexibility).
Exemplar Theory: Objects are recognized by comparing input to multiple stored examples (high flexibility).
Prototype Theory: Objects are recognized by comparing input to an abstract prototype (moderate flexibility).