Computational Visual Neuroscience Laboratory at CMRR
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The publications most relevant to ongoing lab work are outlined.

2017

Principles for models of neural information processing. NeuroImage (2017).
     Kay, K.N.
     Journal link


Bottom-up and top-down computations in word- and face-selective cortex. eLife (2017).
     Kay, K.N. & Yeatman, J.D.
     Pubmed link | Journal link | PDF | PDF (Figure Supplements)

2015

Resolving ambiguities of MVPA using explicit models of representation. Trends in Cognitive Sciences (2015).
     Naselaris, T. & Kay, K.N.
     Pubmed link | Journal link | PDF

Visual representations are dominated by intrinsic fluctuations correlated between areas. NeuroImage (2015).
     Henriksson, L., Khaligh-Razavi, S., Kay, K., & Kriegeskorte, N.
     Pubmed link | Journal link | PDF

Attention reduces spatial uncertainty in human ventral temporal cortex. Current Biology (2015).
     Kay, K.N., Weiner, K.S., & Grill-Spector, K.
     Pubmed link | Journal link | PDF (Main text + Supplemental)

Computational modeling of responses in human visual cortex. In: Brain Mapping: An Encyclopedic Reference, edited by P. Thompson & K. Friston (2015).
     Wandell, B.A., Winawer, J., & Kay, K.N.
     Journal link | PDF

2013

GLMdenoise: a fast, automated technique for denoising task-based fMRI data. Frontiers in Neuroscience (2013).
     Kay, K.N., Rokem, A., Winawer, J., Dougherty, R.F. & Wandell, B.A.
     Pubmed link | Journal link | PDF

Asynchronous broadband signals are the principal source of the BOLD response in human visual cortex. Current Biology (2013).
     Winawer, J., Kay, K.N., Foster, B.L., Rauschecker, A.M., Parvizi, J., & Wandell, B.A.
     Pubmed link | Journal link | PDF (Main text) | PDF (Supplemental Information)

A two-stage cascade model of BOLD responses in human visual cortex. PLoS Computational Biology (2013).
     Kay, K.N., Winawer, J., Rokem, A., Mezer, A., & Wandell, B.A.
     Pubmed link | Journal link | PDF

Compressive spatial summation in human visual cortex. Journal of Neurophysiology (2013).
     Kay, K.N., Winawer, J., Mezer, A., & Wandell, B.A.
     Pubmed link | Journal link | PDF (Main text) | PDF (Supporting Information)

2011

Understanding visual representation by developing receptive-field models. In: Visual Population Codes: Towards a Common Multivariate Framework for Cell Recording and Functional Imaging, edited by N. Kriegeskorte & G. Kreiman (2011).
     Kay, K.N.
     Book link
| PDF

Encoding and decoding V1 fMRI responses to natural images with sparse nonparametric models. Annals of Applied Statistics (2011).
     Vu, V.Q., Ravikumar, P., Naselaris, T., Kay, K.N., Gallant, J.L. & Yu, B.
     Pubmed link | Journal link | PDF

Encoding and decoding in fMRI. NeuroImage (2011).
     Naselaris, T., Kay, K.N., Nishimoto, S. & Gallant, J.L.
     Pubmed link | Journal link | PDF

2009

Bayesian reconstruction of natural images from human brain activity. Neuron (2009).
     Naselaris, T., Prenger, R.J., Kay, K.N., Oliver, M. & Gallant, J.L.
     Pubmed link | Journal link | PDF (Main text) | PDF (Supplementary Information)

I can see what you see. Nature Neuroscience (2009).
     Kay, K.N. & Gallant, J.L.
     Pubmed link | Journal link | PDF

Nonparametric sparse hierarchical models describe V1 fMRI responses to natural images. In: Advances in Neural Information Processing Systems 21, edited by D. Koller, D. Schuurmans, Y. Bengio, & L. Bottou (2009).
     Ravikumar, P., Vu, V.Q., Yu, B., Naselaris, T., Kay, K.N. & Gallant, J.L.
     Book link | PDF

2008

Identifying natural images from human brain activity. Nature (2008).
     Kay, K.N., Naselaris, T., Prenger, R.J. & Gallant, J.L.
     Pubmed link | Journal link | PDF (Main text) | PDF (Supplementary Information) | Commentary

Modeling low-frequency fluctuation and hemodynamic response timecourse in event-related fMRI. Human Brain Mapping (2008).
     Kay, K.N., David, S.V., Prenger, R.J., Hansen, K.A. & Gallant, J.L.
     Pubmed link | Journal link | PDF

2007

Topographic organization in and near human visual area V4. The Journal of Neuroscience (2007).
     Hansen, K.A., Kay, K.N. & Gallant, J.L.
     Pubmed link | Journal link | PDF

 

University of Minnesota | Department of Radiology | Center for Magnetic Resonance Research