[HTML][HTML] Representational geometry: integrating cognition, computation, and the brain

N Kriegeskorte, RA Kievit - Trends in cognitive sciences, 2013 - cell.com
The cognitive concept of representation plays a key role in theories of brain information
processing. However, linking neuronal activity to representational content and cognitive …

Normalization as a canonical neural computation

M Carandini, DJ Heeger - Nature reviews neuroscience, 2012 - nature.com
There is increasing evidence that the brain relies on a set of canonical neural computations,
repeating them across brain regions and modalities to apply similar operations to different …

[HTML][HTML] How does the brain solve visual object recognition?

JJ DiCarlo, D Zoccolan, NC Rust - Neuron, 2012 - cell.com
Mounting evidence suggests that 'core object recognition,'the ability to rapidly recognize
objects despite substantial appearance variation, is solved in the brain via a cascade of …

Spectral fingerprints of large-scale neuronal interactions

M Siegel, TH Donner, AK Engel - Nature Reviews Neuroscience, 2012 - nature.com
Cognition results from interactions among functionally specialized but widely distributed
brain regions; however, neuroscience has so far largely focused on characterizing the …

Qualitative similarities and differences in visual object representations between brains and deep networks

G Jacob, RT Pramod, H Katti, SP Arun - Nature communications, 2021 - nature.com
Deep neural networks have revolutionized computer vision, and their object representations
across layers match coarsely with visual cortical areas in the brain. However, whether these …

[HTML][HTML] The normalization model of attention

JH Reynolds, DJ Heeger - Neuron, 2009 - cell.com
Attention has been found to have a wide variety of effects on the responses of neurons in
visual cortex. We describe a model of attention that exhibits each of these different forms of …

Untangling invariant object recognition

JJ DiCarlo, DD Cox - Trends in cognitive sciences, 2007 - cell.com
Despite tremendous variation in the appearance of visual objects, primates can recognize a
multitude of objects, each in a fraction of a second, with no apparent effort. However, the …

Normalization is a general neural mechanism for context-dependent decision making

K Louie, MW Khaw, PW Glimcher - … of the National Academy of Sciences, 2013 - pnas.org
Understanding the neural code is critical to linking brain and behavior. In sensory systems,
divisive normalization seems to be a canonical neural computation, observed in areas …

Compressive spatial summation in human visual cortex

KN Kay, J Winawer, A Mezer… - Journal of …, 2013 - journals.physiology.org
Neurons within a small (a few cubic millimeters) region of visual cortex respond to stimuli
within a restricted region of the visual field. Previous studies have characterized the …

Divisive normalization in olfactory population codes

SR Olsen, V Bhandawat, RI Wilson - Neuron, 2010 - cell.com
In many regions of the visual system, the activity of a neuron is normalized by the activity of
other neurons in the same region. Here we show that a similar normalization occurs during …