Literature DB >> 15852014

Decoding the visual and subjective contents of the human brain.

Yukiyasu Kamitani1, Frank Tong.   

Abstract

The potential for human neuroimaging to read out the detailed contents of a person's mental state has yet to be fully explored. We investigated whether the perception of edge orientation, a fundamental visual feature, can be decoded from human brain activity measured with functional magnetic resonance imaging (fMRI). Using statistical algorithms to classify brain states, we found that ensemble fMRI signals in early visual areas could reliably predict on individual trials which of eight stimulus orientations the subject was seeing. Moreover, when subjects had to attend to one of two overlapping orthogonal gratings, feature-based attention strongly biased ensemble activity toward the attended orientation. These results demonstrate that fMRI activity patterns in early visual areas, including primary visual cortex (V1), contain detailed orientation information that can reliably predict subjective perception. Our approach provides a framework for the readout of fine-tuned representations in the human brain and their subjective contents.

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Mesh:

Year:  2005        PMID: 15852014      PMCID: PMC1808230          DOI: 10.1038/nn1444

Source DB:  PubMed          Journal:  Nat Neurosci        ISSN: 1097-6256            Impact factor:   24.884


  35 in total

Review 1.  Information processing with population codes.

Authors:  A Pouget; P Dayan; R Zemel
Journal:  Nat Rev Neurosci       Date:  2000-11       Impact factor: 34.870

2.  High-resolution mapping of iso-orientation columns by fMRI.

Authors:  D S Kim; T Q Duong; S G Kim
Journal:  Nat Neurosci       Date:  2000-02       Impact factor: 24.884

3.  Long-term optical imaging and spectroscopy reveal mechanisms underlying the intrinsic signal and stability of cortical maps in V1 of behaving monkeys.

Authors:  E Shtoyerman; A Arieli; H Slovin; I Vanzetta; A Grinvald
Journal:  J Neurosci       Date:  2000-11-01       Impact factor: 6.167

4.  The organization of orientation selectivity throughout macaque visual cortex.

Authors:  Wim Vanduffel; Roger B H Tootell; Aniek A Schoups; Guy A Orban
Journal:  Cereb Cortex       Date:  2002-06       Impact factor: 5.357

Review 5.  Neural correlates of consciousness in humans.

Authors:  Geraint Rees; Gabriel Kreiman; Christof Koch
Journal:  Nat Rev Neurosci       Date:  2002-04       Impact factor: 34.870

Review 6.  Connecting cortex to machines: recent advances in brain interfaces.

Authors:  John P Donoghue
Journal:  Nat Neurosci       Date:  2002-11       Impact factor: 24.884

7.  Distributed and overlapping representations of faces and objects in ventral temporal cortex.

Authors:  J V Haxby; M I Gobbini; M L Furey; A Ishai; J L Schouten; P Pietrini
Journal:  Science       Date:  2001-09-28       Impact factor: 47.728

8.  An oblique effect in human primary visual cortex.

Authors:  C S Furmanski; S A Engel
Journal:  Nat Neurosci       Date:  2000-06       Impact factor: 24.884

9.  Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans.

Authors:  Jonathan R Wolpaw; Dennis J McFarland
Journal:  Proc Natl Acad Sci U S A       Date:  2004-12-07       Impact factor: 11.205

10.  Global effects of feature-based attention in human visual cortex.

Authors:  Melissa Saenz; Giedrius T Buracas; Geoffrey M Boynton
Journal:  Nat Neurosci       Date:  2002-07       Impact factor: 24.884

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  583 in total

1.  Attention improves encoding of task-relevant features in the human visual cortex.

Authors:  Janneke F M Jehee; Devin K Brady; Frank Tong
Journal:  J Neurosci       Date:  2011-06-01       Impact factor: 6.167

2.  Neural responses to unattended products predict later consumer choices.

Authors:  Anita Tusche; Stefan Bode; John-Dylan Haynes
Journal:  J Neurosci       Date:  2010-06-09       Impact factor: 6.167

3.  Multi-voxel pattern analysis of fMRI data predicts clinical symptom severity.

Authors:  Marc N Coutanche; Sharon L Thompson-Schill; Robert T Schultz
Journal:  Neuroimage       Date:  2011-04-13       Impact factor: 6.556

4.  Higher level visual cortex represents retinotopic, not spatiotopic, object location.

Authors:  Julie D Golomb; Nancy Kanwisher
Journal:  Cereb Cortex       Date:  2011-12-20       Impact factor: 5.357

5.  Stimulus-specific delay activity in human primary visual cortex.

Authors:  John T Serences; Edward F Ester; Edward K Vogel; Edward Awh
Journal:  Psychol Sci       Date:  2009-01-08

6.  Multi-voxel pattern analysis of selective representation of visual working memory in ventral temporal and occipital regions.

Authors:  Xufeng Han; Alexander C Berg; Hwamee Oh; Dimitris Samaras; Hoi-Chung Leung
Journal:  Neuroimage       Date:  2013-02-04       Impact factor: 6.556

Review 7.  Machine learning classifiers and fMRI: a tutorial overview.

Authors:  Francisco Pereira; Tom Mitchell; Matthew Botvinick
Journal:  Neuroimage       Date:  2008-11-21       Impact factor: 6.556

8.  Cortical correlates of human motion perception biases.

Authors:  Brett Vintch; Justin L Gardner
Journal:  J Neurosci       Date:  2014-02-12       Impact factor: 6.167

9.  Spatially aggregated multiclass pattern classification in functional MRI using optimally selected functional brain areas.

Authors:  Weili Zheng; Elena S Ackley; Manel Martínez-Ramón; Stefan Posse
Journal:  Magn Reson Imaging       Date:  2012-08-16       Impact factor: 2.546

10.  The neural dynamics of face detection in the wild revealed by MVPA.

Authors:  Maxime Cauchoix; Gladys Barragan-Jason; Thomas Serre; Emmanuel J Barbeau
Journal:  J Neurosci       Date:  2014-01-15       Impact factor: 6.167

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