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 …

Illiterate to literate: behavioural and cerebral changes induced by reading acquisition

S Dehaene, L Cohen, J Morais… - Nature Reviews …, 2015 - nature.com
The acquisition of literacy transforms the human brain. By reviewing studies of illiterate
subjects, we propose specific hypotheses on how the functions of core brain systems are …

The functional architecture of the ventral temporal cortex and its role in categorization

K Grill-Spector, KS Weiner - Nature Reviews Neuroscience, 2014 - nature.com
Visual categorization is thought to occur in the human ventral temporal cortex (VTC), but
how this categorization is achieved is still largely unknown. In this Review, we consider the …

A revised neural framework for face processing

B Duchaine, G Yovel - Annual review of vision science, 2015 - annualreviews.org
Face perception relies on computations carried out in face-selective cortical areas. These
areas have been intensively investigated for two decades, and this work has been guided by …

Face recognition by humans and machines: three fundamental advances from deep learning

AJ O'Toole, CD Castillo - Annual Review of Vision Science, 2021 - annualreviews.org
Deep learning models currently achieve human levels of performance on real-world face
recognition tasks. We review scientific progress in understanding human face processing …

The functional neuroanatomy of human face perception

K Grill-Spector, KS Weiner, K Kay… - Annual review of vision …, 2017 - annualreviews.org
Face perception is critical for normal social functioning and is mediated by a network of
regions in the ventral visual stream. In this review, we describe recent neuroimaging findings …

Deep neural networks in computational neuroscience

TC Kietzmann, P McClure, N Kriegeskorte - BioRxiv, 2017 - biorxiv.org
The goal of computational neuroscience is to find mechanistic explanations of how the
nervous system processes information to support cognitive function and behaviour. At the …

Face space representations in deep convolutional neural networks

AJ O'Toole, CD Castillo, CJ Parde, MQ Hill… - Trends in cognitive …, 2018 - cell.com
Inspired by the primate visual system, deep convolutional neural networks (DCNNs) have
made impressive progress on the complex problem of recognizing faces across variations of …

Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks

S Grossman, G Gaziv, EM Yeagle, M Harel… - Nature …, 2019 - nature.com
The discovery that deep convolutional neural networks (DCNNs) achieve human
performance in realistic tasks offers fresh opportunities for linking neuronal tuning properties …

Beyond the FFA: the role of the ventral anterior temporal lobes in face processing

JA Collins, IR Olson - Neuropsychologia, 2014 - Elsevier
Extensive research has supported the existence of a specialized face-processing network
that is distinct from the visual processing areas used for general object recognition. The …