The DiCarlo Lab at MIT

Publications

2018
Kar, Kohitij
Kubilius, Jonas
Schmidt, Kailyn
Issa, Elias B.
DiCarlo, James J.
Evidence that recurrent circuits are critical to the ventral stream’s execution of core object recognition behavior

bioRxiv

https://www.biorxiv.org/content/10.1101/354753v1.full.pdf

Google Scholar
Abstract: Evidence that recurrent circuits are critical to the ventral stream’s execution of core object recognition behavior
2018
Aran Nayebi
Daniel Bear
Kubilius, Jonas
Ganguli, S
Sussillo, D
DiCarlo, James J.
Yamins, DLK
Task-Driven Convolutional Recurrent Models of the Visual System

arXiv

https://arxiv.org/pdf/1807.00053.pdf

Google Scholar
Abstract: Task-Driven Convolutional Recurrent Models of the Visual System
2018
Kar, Kohitij
Schmidt, Kailyn
DiCarlo, James J.
Bashivan, Pouya
Rajalingham, Rishi
Issa, Elias B.
Large-scale, high-resolution comparison of the core visual object recognition behavior of humans, monkeys, and state-of-the-art deep artificial neural networks

bioRxiv

https://www.biorxiv.org/content/10.1101/240614v4.full.pdf

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Abstract: Large-scale, high-resolution comparison of the core visual object recognition behavior of humans, monkeys, and state-of-the-art deep artificial neural networks
2018
Martin Schrimpf
Kubilius, Jonas
Ha Hong
Najib Majaj
Rajalingham, Rishi
Issa, Elias B.
Kar, Kohitij
Bashivan, Pouya
Jonathan Prescott-Roy
Schmidt, Kailyn
Daniel L. K. Yamins
DiCarlo, James J.
Brain-Score: Which Artificial Neural Network for Object Recognition is most Brain-Like?

bioRxiv

https://www.biorxiv.org/content/10.1101/407007v2.full.pdf

Google Scholar
Abstract: Brain-Score: Which Artificial Neural Network for Object Recognition is most Brain-Like?
2018
Kubilius, Jonas
Martin Schrimpf
Aran Nayebi
Daniel Bear
Daniel L. K. Yamins
DiCarlo, James J.
CORnet: Modeling the Neural Mechanisms of Core Object Recognition

bioRxiv

https://www.biorxiv.org/content/10.1101/408385v1.full.pdf

Google Scholar
Abstract: CORnet: Modeling the Neural Mechanisms of Core Object Recognition
2016
Aparicio, Paul L.
Issa, Elias B.
DiCarlo, James J.
Neurophysiological Organization of the Middle Face Patch in Macaque Inferior Temporal Cortex

The Journal of Neuroscience

https://www.jneurosci.org/content/jneuro/36/50/12729.full.pdf

Google Scholar
Abstract: Neurophysiological Organization of the Middle Face Patch in Macaque Inferior Temporal Cortex
2016
Yamins, Daniel LK
DiCarlo, James J.
Eight open questions in the computational modeling of higher sensory cortex

Current Opinion in Neurobiology

https://linkinghub.elsevier.com/retrieve/pii/S0959438816300022

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Abstract: Eight open questions in the computational modeling of higher sensory cortex
2016
Yamins, Daniel L K
DiCarlo, James J.
Using goal-driven deep learning models to understand sensory cortex

Nature Neuroscience

http://www.nature.com/articles/nn.4244.pdf

Google Scholar
Abstract: Using goal-driven deep learning models to understand sensory cortex
2016
Hong, Ha
Yamins, Daniel L K
Majaj, Najib J
DiCarlo, James J.
Explicit information for category-orthogonal object properties increases along the ventral stream

Nature Neuroscience

http://www.nature.com/articles/nn.4247

Google Scholar
Abstract: Explicit information for category-orthogonal object properties increases along the ventral stream
2015
Majaj, N. J.
Hong, H.
Solomon, E. A.
DiCarlo, J. J.
Simple Learned Weighted Sums of Inferior Temporal Neuronal Firing Rates Accurately Predict Human Core Object Recognition Performance

Journal of Neuroscience

http://www.jneurosci.org/cgi/doi/10.1523/JNEUROSCI.5181-14.2015

Google Scholar
Abstract: Simple Learned Weighted Sums of Inferior Temporal Neuronal Firing Rates Accurately Predict Human Core Object Recognition Performance
2015
Rajalingham, R.
Schmidt, K.
DiCarlo, J. J.
Comparison of Object Recognition Behavior in Human and Monkey

Journal of Neuroscience

http://www.jneurosci.org/cgi/doi/10.1523/JNEUROSCI.0573-15.2015

Google Scholar
Abstract: Comparison of Object Recognition Behavior in Human and Monkey
2015
Afraz, Arash
Boyden, Edward S.
DiCarlo, James J.
Optogenetic and pharmacological suppression of spatial clusters of face neurons reveal their causal role in face gender discrimination

Proceedings of the National Academy of Sciences

http://www.pnas.org/lookup/doi/10.1073/pnas.1423328112

Google Scholar
Abstract: Optogenetic and pharmacological suppression of spatial clusters of face neurons reveal their causal role in face gender discrimination
2014
Yamins, D. L. K.
Hong, H.
Cadieu, C. F.
Solomon, E. A.
Seibert, D.
DiCarlo, J. J.
Performance-optimized hierarchical models predict neural responses in higher visual cortex

Proceedings of the National Academy of Sciences

http://www.pnas.org/cgi/doi/10.1073/pnas.1403112111

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Abstract: Performance-optimized hierarchical models predict neural responses in higher visual cortex
2014
Cadieu, Charles F
Hong, Ha
Yamins, Daniel L K
Pinto, Nicolas
Ardila, Diego
Solomon, Ethan A.
Majaj, Najib J
DiCarlo, James J.
Bethge, Matthias
Deep Neural Networks Rival the Representation of Primate IT Cortex for Core Visual Object Recognition

PLoS Computational Biology

https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1003963&type=printable

Google Scholar
Abstract: Deep Neural Networks Rival the Representation of Primate IT Cortex for Core Visual Object Recognition
2014
Afraz, Arash
Yamins, Daniel L K
DiCarlo, James J.
Neural Mechanisms Underlying Visual Object Recognition

Cold Spring Harbor Symposia on Quantitative Biology

http://symposium.cshlp.org/content/79/99.full.pdf+html

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Abstract: Neural Mechanisms Underlying Visual Object Recognition
2013
Issa, E. B.
Papanastassiou, A. M.
DiCarlo, J. J.
Large-Scale, High-Resolution Neurophysiological Maps Underlying fMRI of Macaque Temporal Lobe

Journal of Neuroscience

http://www.jneurosci.org/cgi/doi/10.1523/JNEUROSCI.1248-13.2013

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Abstract: Large-Scale, High-Resolution Neurophysiological Maps Underlying fMRI of Macaque Temporal Lobe
2013
Baldassi, Carlo
Alemi-Neissi, Alireza
Pagan, Marino
DiCarlo, James J.
Zecchina, Riccardo
Zoccolan, Davide
Shape Similarity, Better than Semantic Membership, Accounts for the Structure of Visual Object Representations in a Population of Monkey Inferotemporal Neurons

PLoS Computational Biology

https://dx.plos.org/10.1371/journal.pcbi.1003167

Google Scholar
Abstract: Shape Similarity, Better than Semantic Membership, Accounts for the Structure of Visual Object Representations in a Population of Monkey Inferotemporal Neurons
2013
Cadieu, Charles F
Ha Hong
Daniel L. K. Yamins
Pinto, Nicolas
Majaj, Najib J
James J. DiCarlo
The Neural Representation Benchmark and its Evaluation on Brain and Machine

arXiv

https://arxiv.org/pdf/1301.3530.pdf

Google Scholar
Abstract: The Neural Representation Benchmark and its Evaluation on Brain and Machine
2013
Daniel L. K. Yamins
Ha Hong
Cadieu, Charles F
DiCarlo, James J.
Hierarchical Modular Optimization of Convolutional Networks Achieves Representations Similar to Macaque IT and Human Ventral Stream

Advances in Neural Information Processing Systems

https://papers.nips.cc/paper/4991-hierarchical-modular-optimization-of-convolutional-networks-achieves-representations-similar-to-macaque-it-and-human-ventral-stream.pdf

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Abstract: Hierarchical Modular Optimization of Convolutional Networks Achieves Representations Similar to Macaque IT and Human Ventral Stream
2012
Issa, E. B.
DiCarlo, J. J.
Precedence of the Eye Region in Neural Processing of Faces

Journal of Neuroscience

http://www.jneurosci.org/cgi/doi/10.1523/JNEUROSCI.2391-12.2012

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Abstract: Precedence of the Eye Region in Neural Processing of Faces