Reappraising the functional implications of the primate visual anatomical hierarchy.
Abstract
The primate visual system has been shown to be organized into an anatomical hierarchy by the application of a few principled criteria. It has been widely assumed that cortical visual processing is also hierarchical, with the anatomical hierarchy providing a defined substrate for clear levels of hierarchical function. A large body of empirical evidence seemed to support this assumption, including the general observations that functional properties of visual neurons grow progressively more complex at progressively higher levels of the anatomical hierarchy. However, a growing body of evidence, including recent direct experimental comparisons of functional properties at two or more levels of the anatomical hierarchy, indicates that visual processing neither is hierarchical nor parallels the anatomical hierarchy. Recent results also indicate that some of the pathways of visual information flow are not hierarchical, so that the anatomical hierarchy cannot be taken as a strict flowchart of visual information either. Thus, while the sustaining strength of the notion of hierarchical processing may be that it is rather simple, its fatal flaw is that it is overly simplistic.
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There remains a gap between understanding of learning and inference in hierarchical Bayesian models and understanding of how it is implemented in cortical circuits.
“However, there still remains a gap between our understanding of learning and inference in hierarchical Bayesian models and our understanding of how it is implemented in cortical circuits.”
From Towards a mathematical theory of cortical micro-circuits (2009) · cites this paper as [2]
Layer 4 is generally accepted as the primary feed-forward input layer to cortical regions.
“Layer 4 is generally accepted as the primary feed-forward input layer to cortical regions [2].”
From Towards a mathematical theory of cortical micro-circuits (2009) · cites this paper as [2]
In neuroscience, it is accepted that the feedback inputs to a cortical region generally avoid layer 4.
“In neuroscience, it is accepted that the feedback inputs to a cortical region generally avoid layer 4 [2].”
From Towards a mathematical theory of cortical micro-circuits (2009) · cites this paper as [2]
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References 26 · Cited by 78
- Authors
- Hegdé, J., & Felleman, D. J.
- Affiliations
- University of Minnesota (US)
- Department of Neurobiology and Anatomy, University of Texas Medical School, Houston, Texas
- Corresponding author
- Hegdé, Jay
- Venue
- The Neuroscientist
- Publisher
- SAGE Publications
- Published
- 2007-10
- Volume
- 13
- Issue
- 5
- Pages
- 416-421
- ISSN
- 1073-8584 (ISSN-L)
- 1089-4098
- OpenAlex
- W2030991811
- Cited by
- 78
- References
- 26
- Citations by year
- 2026: 2 · 2025: 1 · 2023: 7 · 2022: 3 · 2021: 3 · 2020: 6 · 2019: 6 · 2018: 5 · 2017: 4 · 2016: 5 · 2015: 7 · 2014: 8 · 2013: 2 · 2012: 5
- FWCI
- 2.00
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Neuroscientist (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Eye Institute (P30-EY-10618)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Visual Attention and Saliency Detection
- Keywords
- primate visual system, visual hierarchy, cortical visual processing, hierarchical processing, visual cortex
- MeSH terms
- Animals, Bayes Theorem, Humans, Primates, Visual Cortex, Visual Perception
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