Expertise is domain-specific by definition–a comment on “Deep learning models challenge the prevailing assumption that face-like effects for objects of expertise …

I Gauthier - 2023 - osf.io
Expertise is domain-specific by definition – a comment on “Deep learning models challenge
the prevailing assumption that fac Page 1 Expertise is domain-specific by definition – a …

CNNs reveal the computational implausibility of the expertise hypothesis

N Kanwisher, P Gupta, K Dobs - Iscience, 2023 - cell.com
Face perception has long served as a classic example of domain specificity of mind and
brain. But an alternative" expertise" hypothesis holds that putatively face-specific …

Computational models of perceptual expertise reveal a domain-specific inversion effect for objects of expertise

G Yovel, I Grosbard, N Abudarham - 2022 - europepmc.org
The question of whether perceptual expertise is mediated by general-expert or domain-
specific processing mechanisms has been debated for decades. Because humans are face …

Holding a stick at both ends: on faces and expertise

A Harel, DJ Kravitz, CI Baker - Frontiers in Human Neuroscience, 2014 - frontiersin.org
Ever since Diamond and Carey's (1986) seminal work, object expertise has often been
viewed through the prism of face perception (for a thorough discussion, see Tanaka and …

Deep learning models challenge the prevailing assumption that face-like effects for objects of expertise support domain-general mechanisms

G Yovel, I Grosbard… - Proceedings of the …, 2023 - royalsocietypublishing.org
The question of whether task performance is best achieved by domain-specific, or domain-
general processing mechanisms is fundemental for both artificial and biological systems …

Testing the Expertise Hypothesis with Deep Convolutional Neural Networks Optimized for Subordinate-level Categorization

G Yovel, I Grosbard, N Avidor, A Bardosh… - Journal of …, 2022 - jov.arvojournals.org
Perceptual expertise involves discrimination of stimuli at subordinate level of categorization.
The question of whether perceptual expertise is mediated by general expertise or domain …

Face processing emerges from object-trained convolutional neural networks

Z Zhao, J Chen, Z Lin, H Ying - arXiv preprint arXiv:2405.18800, 2024 - arxiv.org
Whether face processing depends on unique, domain-specific neurocognitive mechanisms
or domain-general object recognition mechanisms has long been debated. Directly testing …

Interference between face and non-face domains of perceptual expertise: a replication and extension

KM Curby, I Gauthier - Frontiers in psychology, 2014 - frontiersin.org
As car expertise increases, so does interference between the visual processing of faces and
that of cars; this suggests performance trade-offs across domains of real-world expertise …

[HTML][HTML] Deep learning of shared perceptual representations for familiar and unfamiliar faces: Reply to commentaries

NM Blauch, M Behrmann, DC Plaut - Cognition, 2021 - Elsevier
We recently argued that human unfamiliar face identity perception reflects substantial
perceptual expertise, and that the advantage for familiar over unfamiliar face identity …

Beyond faces and modularity: the power of an expertise framework

CM Bukach, I Gauthier, MJ Tarr - Trends in cognitive sciences, 2006 - cell.com
Studies of perceptual expertise typically ask whether the mechanisms underlying face
recognition are domain specific or domain general. This debate has so dominated the …