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Ensemble crowd perception: a viewpoint-invariant mechanism to represent average crowd identity
Allison Yamanashi Leib1, Jason Fischer2, Yang Liu1
1University of California, Berkeley, Berkeley, CA, USA.
Journal of Vision
|July 31, 2014
Summary
Ensemble perception allows accurate estimation of average facial identity, even across different viewpoints. This suggests that our brains can process and average complex objects like faces in a viewpoint-invariant manner.
Area of Science:
- Cognitive Psychology
- Neuroscience
- Computer Vision
Background:
- Ensemble perception enables rapid averaging of visual information for low-level features and high-level objects.
- The representation basis of ensemble perception, particularly viewpoint invariance for complex objects, remains largely unexplored.
Purpose of the Study:
- To investigate whether ensemble perception of faces relies on viewpoint-invariant object representations.
- To determine if the brain integrates facial information across multiple orientations for ensemble coding.
Main Methods:
- Participants viewed sequential crowds of faces with varying identities and viewpoints.
- Ensemble perception of mean crowd identity was assessed using a test face.
- Control experiments manipulated viewing time and sampling strategies.
Main Results:
- Accurate perception of mean crowd identity was achieved despite integrating information from multiple face viewpoints.
- Ensemble coding precision was not solely dependent on viewing duration.
- Observers integrated information from numerous faces, rather than sampling a subset.
Conclusions:
- Ensemble perception operates effectively for high-level object recognition, specifically for 3D viewpoint-invariant faces.
- This demonstrates a high level of abstraction in ensemble coding, extending beyond simple features.
- The findings support the role of viewpoint-invariant representations in ensemble perception of complex objects.
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