High-performing neural network models of visual cortex benefit from high latent dimensionality

E Elmoznino, MF Bonner - PLOS Computational Biology, 2024 - journals.plos.org
Geometric descriptions of deep neural networks (DNNs) have the potential to uncover core
representational principles of computational models in neuroscience. Here we examined the …

Higher order visual processing in macaque extrastriate cortex

GA Orban - Physiological reviews, 2008 - journals.physiology.org
The extrastriate cortex of primates encompasses a substantial portion of the cerebral cortex
and is devoted to the higher order processing of visual signals and their dispatch to other …

Categorization training results in shape-and category-selective human neural plasticity

X Jiang, E Bradley, RA Rini, T Zeffiro, J VanMeter… - Neuron, 2007 - cell.com
Object category learning is a fundamental ability, requiring the combination of" bottom-up"
stimulus-driven with" top-down" task-specific information. It therefore may be a fruitful …

Perceived shape similarity among unfamiliar objects and the organization of the human object vision pathway

HPO de Beeck, K Torfs, J Wagemans - Journal of Neuroscience, 2008 - Soc Neuroscience
Humans rely heavily on shape similarity among objects for object categorization and
identification. Studies using functional magnetic resonance imaging (fMRI) have shown that …

Associative prediction of visual shape in the hippocampus

P Kok, NB Turk-Browne - Journal of Neuroscience, 2018 - Soc Neuroscience
Perception can be cast as a process of inference, in which bottom-up signals are combined
with top-down predictions in sensory systems. In line with this, neural activity in sensory …

Human object-similarity judgments reflect and transcend the primate-IT object representation

M Mur, M Meys, J Bodurka, R Goebel… - Frontiers in …, 2013 - frontiersin.org
Primate inferior temporal (IT) cortex is thought to contain a high-level representation of
objects at the interface between vision and semantics. This suggests that the perceived …

The Quest for an Integrated Set of Neural Mechanisms Underlying Object Recognition in Primates

K Kar, JJ DiCarlo - Annual Review of Vision Science, 2024 - annualreviews.org
Inferences made about objects via vision, such as rapid and accurate categorization, are
core to primate cognition despite the algorithmic challenge posed by varying viewpoints and …

Experience-dependent sharpening of visual shape selectivity in inferior temporal cortex

DJ Freedman, M Riesenhuber, T Poggio… - Cerebral …, 2006 - academic.oup.com
Whereas much is known about the visual shape selectivity of neurons in the inferior
temporal cortex (ITC), less is known about the role of visual learning in the development and …

Low-level image properties of visual objects predict patterns of neural response across category-selective regions of the ventral visual pathway

GE Rice, DM Watson, T Hartley… - Journal of …, 2014 - Soc Neuroscience
Neuroimaging studies have revealed strong selectivity for object categories in high-level
regions of the human visual system. However, it is unknown whether this selectivity is truly …

Neural representations for object perception: structure, category, and adaptive coding

Z Kourtzi, CE Connor - Annual review of neuroscience, 2011 - annualreviews.org
Object perception is one of the most remarkable capacities of the primate brain. Owing to the
large and indeterminate dimensionality of object space, the neural basis of object perception …