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Visual perception in deep neural networks

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Publications

Predict, then simplify

Author(s): Jonas Kubilius
Published in: NeuroImage, Issue 180, 2018, Page(s) 110-111, ISSN 1053-8119
DOI: 10.1016/j.neuroimage.2017.12.006

Evidence that recurrent circuits are critical to the ventral stream’s execution of core object recognition behavior

Author(s): Kohitij Kar, Jonas Kubilius, Kailyn Schmidt, Elias B. Issa, James J. DiCarlo
Published in: Nature Neuroscience, Issue 22/6, 2019, Page(s) 974-983, ISSN 1097-6256
DOI: 10.1038/s41593-019-0392-5

Toward Goal-Driven Neural Network Models for the Rodent Whisker-Trigeminal System

Author(s): Chengxu Zhuang, Jonas Kubilius, Mitra Hartmann, Daniel Yamins
Published in: Advances in Neural Information Processing Systems 30 (NIPS 2017), 2017, Page(s) 2555--2565

Task-Driven Convolutional Recurrent Models of the Visual System

Author(s): Aran Nayebi, Daniel Bear, Jonas Kubilius, Kohitij Kar, Surya Ganguli, David Sussillo, James J. DiCarlo, Daniel L. Yamins
Published in: Advances in Neural Information Processing Systems 31 (NIPS 2018), 2018, Page(s) 5290-5301

Can Deep Neural Networks Rival Human Ability to Generalize in Core Object Recognition?

Author(s): Jonas Kubilius, Kohitij Kar, Kailyn Schmidt, James DiCarlo
Published in: 2018 Conference on Cognitive Computational Neuroscience, 2018
DOI: 10.32470/ccn.2018.1234-0

Brain-like object recognition with high-performing shallow recurrent ANNs

Author(s): Jonas Kubilius, Martin Schrimpf, Kohitij Kar, Rishi Rajalingham, Ha Hong, Najib J. Majaj, Elias B. Issa, Pouya Bashivan, Jonathan Prescott-Roy, Kailyn Schmidt, Aran Nayebi, Daniel Bear, Daniel L. K. Yamins, James J. DiCarlo
Published in: Advances in Neural Information Systems 32 (NeurIPS 2019), 2019, Page(s) 12785-12796

Brain-Score: Which Artificial Neural Network for Object Recognition is most Brain-Like?

Author(s): Martin Schrimpf, Jonas Kubilius, Ha Hong, Najib J. Majaj, Rishi Rajalingham, Elias B. Issa, Kohitij Kar, Pouya Bashivan, Jonathan Prescott-Roy, Kailyn Schmidt, Daniel L. K. Yamins, and James J. DiCarlo
Published in: bioRxiv, 2018
DOI: 10.1101/407007

Evidence that recurrent circuits are critical to the ventral stream's execution of core object recognition behavior

Author(s): Kohitij Kar, Jonas Kubilius, Kailyn M. Schmidt, Elias B. Issa, James J. DiCarlo
Published in: bioRxiv, 2018
DOI: 10.1101/354753

CORnet: Modeling the Neural Mechanisms of Core Object Recognition

Author(s): Jonas Kubilius, Martin Schrimpf, Aran Nayebi, Daniel Bear, Daniel L. K. Yamins, James J. DiCarlo
Published in: bioRxiv, 2018
DOI: 10.1101/408385