Unsupervised deep learning identifies semantic disentanglement in single inferotemporal face patch neurons

I Higgins, L Chang, V Langston, D Hassabis… - Nature …, 2021 - nature.com
In order to better understand how the brain perceives faces, it is important to know what
objective drives learning in the ventral visual stream. To answer this question, we model …

Topographic deep artificial neural networks reproduce the hallmarks of the primate inferior temporal cortex face processing network

H Lee, E Margalit, KM Jozwik, MA Cohen, N Kanwisher… - BioRxiv, 2020 - biorxiv.org
A salient characteristic of monkey inferior temporal (IT) cortex is the IT face processing
network. Its hallmarks include:“face neurons” that respond more to faces than non-face …

Explaining face representation in the primate brain using different computational models

L Chang, B Egger, T Vetter, DY Tsao - Current Biology, 2021 - cell.com
Understanding how the brain represents the identity of complex objects is a central
challenge of visual neuroscience. The principles governing object processing have been …

The functional neuroanatomy of face perception: from brain measurements to deep neural networks

K Grill-Spector, KS Weiner, J Gomez… - Interface …, 2018 - royalsocietypublishing.org
A central goal in neuroscience is to understand how processing within the ventral visual
stream enables rapid and robust perception and recognition. Recent neuroscientific …

Individual faces elicit distinct response patterns in human anterior temporal cortex

N Kriegeskorte, E Formisano… - Proceedings of the …, 2007 - National Acad Sciences
Visual face identification requires distinguishing between thousands of faces we know. This
computational feat involves a network of brain regions including the fusiform face area (FFA) …

Efficient inverse graphics in biological face processing

I Yildirim, M Belledonne, W Freiwald, J Tenenbaum - Science advances, 2020 - science.org
Vision not only detects and recognizes objects, but performs rich inferences about the
underlying scene structure that causes the patterns of light we see. Inverting generative …

Face detection in untrained deep neural networks

S Baek, M Song, J Jang, G Kim, SB Paik - Nature communications, 2021 - nature.com
Face-selective neurons are observed in the primate visual pathway and are considered as
the basis of face detection in the brain. However, it has been debated as to whether this …

The neural code for “face cells” is not face-specific

K Vinken, JS Prince, T Konkle, MS Livingstone - Science Advances, 2023 - science.org
Face cells are neurons that respond more to faces than to non-face objects. They are found
in clusters in the inferotemporal cortex, thought to process faces specifically, and, hence …

How face perception unfolds over time

K Dobs, L Isik, D Pantazis, N Kanwisher - Nature communications, 2019 - nature.com
Within a fraction of a second of viewing a face, we have already determined its gender, age
and identity. A full understanding of this remarkable feat will require a characterization of the …

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 …