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Volume 16, Number 13, Issue of July 1, 1996 pp. 4207-4221
Copyright ©1996 Society for Neuroscience

Linear Systems Analysis of Functional Magnetic Resonance Imaging in Human V1

Received Dec. 11, 1995; revised March 29, 1996; accepted April 2, 1996.

Geoffrey M. Boynton1, Stephen A. Engel1, Gary H. Glover2, and David J. Heeger1

1 Departments of Psychology and 2 Diagnostic Radiology, Stanford University, Stanford, California 94305

The linear transform model of functional magnetic resonance imaging (fMRI) hypothesizes that fMRI responses are proportional to local average neural activity averaged over a period of time. This work reports results from three empirical tests that support this hypothesis. First, fMRI responses in human primary visual cortex (V1) depend separably on stimulus timing and stimulus contrast. Second, responses to long-duration stimuli can be predicted from responses to shorter duration stimuli. Third, the noise in the fMRI data is independent of stimulus contrast and temporal period. Although these tests can not prove the correctness of the linear transform model, they might have been used to reject the model. Because the linear transform model is consistent with our data, we proceeded to estimate the temporal fMRI impulse-response function and the underlying (presumably neural) contrast-response function of human V1.

Key words: functional MRI; linear systems analysis; contrast perception; temporal impulse-response function; hemodynamics; calcarine sulcus




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J. Neurosci.Home page
E. Privman, Y. Nir, U. Kramer, S. Kipervasser, F. Andelman, M. Y. Neufeld, R. Mukamel, Y. Yeshurun, I. Fried, and R. Malach
Enhanced Category Tuning Revealed by Intracranial Electroencephalograms in High-Order Human Visual Areas
J. Neurosci., June 6, 2007; 27(23): 6234 - 6242.
[Abstract] [Full Text] [PDF]


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Cereb CortexHome page
R. H. Ofan and E. Zohary
Visual Cortex Activation in Bilingual Blind Individuals during Use of Native and Second Language
Cereb Cortex, June 1, 2007; 17(6): 1249 - 1259.
[Abstract] [Full Text] [PDF]


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J. Neurosci.Home page
C. Herry, D. R. Bach, F. Esposito, F. Di Salle, W. J. Perrig, K. Scheffler, A. Luthi, and E. Seifritz
Processing of Temporal Unpredictability in Human and Animal Amygdala
J. Neurosci., May 30, 2007; 27(22): 5958 - 5966.
[Abstract] [Full Text] [PDF]


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J. Neurosci.Home page
L. J. Murray and C. Ranganath
The Dorsolateral Prefrontal Cortex Contributes to Successful Relational Memory Encoding
J. Neurosci., May 16, 2007; 27(20): 5515 - 5522.
[Abstract] [Full Text] [PDF]


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Cereb CortexHome page
K. Velanova, C. Lustig, L. L. Jacoby, and R. L. Buckner
Evidence for Frontally Mediated Controlled Processing Differences in Older Adults
Cereb Cortex, May 1, 2007; 17(5): 1033 - 1046.
[Abstract] [Full Text] [PDF]


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J. Neurosci.Home page
I. Levy, D. Schluppeck, D. J. Heeger, and P. W. Glimcher
Specificity of Human Cortical Areas for Reaches and Saccades
J. Neurosci., April 25, 2007; 27(17): 4687 - 4696.
[Abstract] [Full Text] [PDF]


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J. Neurosci.Home page
R. F. Goldberg, C. A. Perfetti, J. A. Fiez, and W. Schneider
Selective Retrieval of Abstract Semantic Knowledge in Left Prefrontal Cortex
J. Neurosci., April 4, 2007; 27(14): 3790 - 3798.
[Abstract] [Full Text] [PDF]


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J. Neurosci.Home page
S. Weigelt, Z. Kourtzi, A. Kohler, W. Singer, and L. Muckli
The Cortical Representation of Objects Rotating in Depth
J. Neurosci., April 4, 2007; 27(14): 3864 - 3874.
[Abstract] [Full Text] [PDF]


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Cereb CortexHome page
N. M. van Atteveldt, E. Formisano, L. Blomert, and R. Goebel
The Effect of Temporal Asynchrony on the Multisensory Integration of Letters and Speech Sounds
Cereb Cortex, April 1, 2007; 17(4): 962 - 974.
[Abstract] [Full Text] [PDF]


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J. Neurophysiol.Home page
C. Zelano, J. Montag, B. Johnson, R. Khan, and N. Sobel
Dissociated Representations of Irritation and Valence in Human Primary Olfactory Cortex
J Neurophysiol, March 1, 2007; 97(3): 1969 - 1976.
[Abstract] [Full Text] [PDF]


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J. Neurosci.Home page
D. S. Manoach, K. N. Thakkar, M. S. Cain, F. E. Polli, J. A. Edelman, B. Fischl, and J. J. S. Barton
Neural Activity Is Modulated by Trial History: A Functional Magnetic Resonance Imaging Study of the Effects of a Previous Antisaccade
J. Neurosci., February 14, 2007; 27(7): 1791 - 1798.
[Abstract] [Full Text] [PDF]


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J. Neurophysiol.Home page
E. P. Merriam, C. R. Genovese, and C. L. Colby
Remapping in Human Visual Cortex
J Neurophysiol, February 1, 2007; 97(2): 1738 - 1755.
[Abstract] [Full Text] [PDF]



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