메뉴 건너뛰기




Volumn 8, Issue , 2017, Pages

Generic decoding of seen and imagined objects using hierarchical visual features

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BRAIN; COMPUTER VISION; GENETIC ANALYSIS; HOMOLOGY; IMAGE PROCESSING; MACHINERY;

EID: 85020240640     PISSN: None     EISSN: 20411723     Source Type: Journal    
DOI: 10.1038/ncomms15037     Document Type: Article
Times cited : (416)

References (61)
  • 1
    • 0035964792 scopus 로고    scopus 로고
    • Distributed and overlapping representations of faces and object in ventral temporal cortex
    • Haxby, J. V. et al. Distributed and overlapping representations of faces and object in ventral temporal cortex. Science 293, 2425-2430 (2001).
    • (2001) Science , vol.293 , pp. 2425-2430
    • Haxby, J.V.1
  • 2
    • 17844380475 scopus 로고    scopus 로고
    • Decoding the visual and subjective contents of the human brain
    • Kamitani, Y. & Tong, F. Decoding the visual and subjective contents of the human brain. Nat. Neurosci. 8, 679-685 (2005).
    • (2005) Nat. Neurosci. , vol.8 , pp. 679-685
    • Kamitani, Y.1    Tong, F.2
  • 3
    • 63949084085 scopus 로고    scopus 로고
    • Decoding reveals the contents of visual working memory in early visual areas
    • Harrison, S. A. & Tong, F. Decoding reveals the contents of visual working memory in early visual areas. Nature 458, 632-635 (2009).
    • (2009) Nature , vol.458 , pp. 632-635
    • Harrison, S.A.1    Tong, F.2
  • 4
    • 84881310889 scopus 로고    scopus 로고
    • Shared representations for working memory and mental imagery in early visual cortex
    • Albers, A. M., Kok, P., Toni, I., Dijkerman, H. C. & De Lange, F. P. Shared representations for working memory and mental imagery in early visual cortex. Curr. Biol. 23, 1-5 (2013).
    • (2013) Curr. Biol. , vol.23 , pp. 1-5
    • Albers, A.M.1    Kok, P.2    Toni, I.3    Dijkerman, H.C.4    De Lange, F.P.5
  • 5
    • 84879177917 scopus 로고    scopus 로고
    • Decoding working memory of stimulus contrast in early visual cortex
    • Xing, Y., Ledgeway, T., McGraw, P. V. & Schluppeck, D. Decoding working memory of stimulus contrast in early visual cortex. J. Neurosci. 33, 10301-10311 (2013).
    • (2013) J. Neurosci. , vol.33 , pp. 10301-10311
    • Xing, Y.1    Ledgeway, T.2    McGraw, P.V.3    Schluppeck, D.4
  • 6
    • 77949480559 scopus 로고    scopus 로고
    • Decoding individual episodic memory traces in the human hippocampus
    • Chadwick, M. J., Hassabis, D., Weiskopf, N. & Maguire, E. A. Decoding individual episodic memory traces in the human hippocampus. Curr. Biol. 20, 544-547 (2010).
    • (2010) Curr. Biol. , vol.20 , pp. 544-547
    • Chadwick, M.J.1    Hassabis, D.2    Weiskopf, N.3    Maguire, E.A.4
  • 7
    • 84870021417 scopus 로고    scopus 로고
    • Detecting representations of recent and remote autobiographical memories in vmPFC and hippocampus
    • Bonnici, H. M. et al. Detecting representations of recent and remote autobiographical memories in vmPFC and hippocampus. J. Neurosci. 32, 16982-16991 (2012).
    • (2012) J. Neurosci. , vol.32 , pp. 16982-16991
    • Bonnici, H.M.1
  • 8
    • 77950792245 scopus 로고    scopus 로고
    • Reading the Mind's eye: Decoding category information during mental imagery
    • Reddy, L., Tsuchiya, N. & Serre, T. Reading the mind's eye: decoding category information during mental imagery. Neuroimage 50, 818-825 (2010).
    • (2010) Neuroimage , vol.50 , pp. 818-825
    • Reddy, L.1    Tsuchiya, N.2    Serre, T.3
  • 9
    • 84863487187 scopus 로고    scopus 로고
    • Imagery and perception share cortical representations of content and location
    • Cichy, R. M., Heinzle, J. & Haynes, J. D. Imagery and perception share cortical representations of content and location. Cereb. Cortex 22, 372-380 (2011).
    • (2011) Cereb. Cortex , vol.22 , pp. 372-380
    • Cichy, R.M.1    Heinzle, J.2    Haynes, J.D.3
  • 10
    • 59649107060 scopus 로고    scopus 로고
    • Top-down activation of shape-specific population codes in visual cortex during mental imagery
    • Stokes, M., Thompson, R., Cusack, R. & Duncan, J. Top-down activation of shape-specific population codes in visual cortex during mental imagery. J. Neurosci. 29, 1565-1572 (2009).
    • (2009) J. Neurosci. , vol.29 , pp. 1565-1572
    • Stokes, M.1    Thompson, R.2    Cusack, R.3    Duncan, J.4
  • 11
    • 84896711906 scopus 로고    scopus 로고
    • Imagine all the people: How the brain creates and uses personality models to predict behavior
    • Hassabis, D. et al. Imagine all the people: how the brain creates and uses personality models to predict behavior. Cereb. Cortex 24, 1979-1987 (2014).
    • (2014) Cereb. Cortex , vol.24 , pp. 1979-1987
    • Hassabis, D.1
  • 12
    • 84894047912 scopus 로고    scopus 로고
    • Decoding individual natural scene representations during perception and imagery
    • Johnson, M. R. & Johnson, M. K. Decoding individual natural scene representations during perception and imagery. Front. Hum. Neurosci. 8, 1-14 (2014).
    • (2014) Front. Hum. Neurosci. , vol.8 , pp. 1-14
    • Johnson, M.R.1    Johnson, M.K.2
  • 13
    • 84877589229 scopus 로고    scopus 로고
    • Neural decoding of visual imagery during sleep
    • Horikawa, T., Tamaki, M., Miyawaki, Y. & Kamitani, Y. Neural decoding of visual imagery during sleep. Science 340, 639-642 (2013).
    • (2013) Science , vol.340 , pp. 639-642
    • Horikawa, T.1    Tamaki, M.2    Miyawaki, Y.3    Kamitani, Y.4
  • 14
    • 41149148634 scopus 로고    scopus 로고
    • Identifying natural images from human brain activity
    • Kay, K. N., Naselaris, T., Prenger, R. J. & Gallant, J. L. Identifying natural images from human brain activity. Nature 452, 352-355 (2008).
    • (2008) Nature , vol.452 , pp. 352-355
    • Kay, K.N.1    Naselaris, T.2    Prenger, R.J.3    Gallant, J.L.4
  • 15
    • 70349129898 scopus 로고    scopus 로고
    • Bayesian reconstruction of natural images from human brain activity
    • Naselaris, T., Prenger, R. J., Kay, K. N., Oliver, M. & Gallant, J. L. Bayesian reconstruction of natural images from human brain activity. Neuron 63, 902-915 (2009).
    • (2009) Neuron , vol.63 , pp. 902-915
    • Naselaris, T.1    Prenger, R.J.2    Kay, K.N.3    Oliver, M.4    Gallant, J.L.5
  • 16
    • 57049118473 scopus 로고    scopus 로고
    • Visual image reconstruction from human brain activity using a combination of multiscale local image decoders
    • Miyawaki, Y. et al. Visual image reconstruction from human brain activity using a combination of multiscale local image decoders. Neuron 60, 915-929 (2008).
    • (2008) Neuron , vol.60 , pp. 915-929
    • Miyawaki, Y.1
  • 17
    • 84910017372 scopus 로고    scopus 로고
    • A voxel-wise encoding model for early visual areas decodes mental images of remembered scenes
    • Naselaris, T., Olman, C. A., Stansbury, D. E., Ugurbil, K. & Gallant, J. L. A voxel-wise encoding model for early visual areas decodes mental images of remembered scenes. Neuroimage 105, 215-228 (2015).
    • (2015) Neuroimage , vol.105 , pp. 215-228
    • Naselaris, T.1    Olman, C.A.2    Stansbury, D.E.3    Ugurbil, K.4    Gallant, J.L.5
  • 20
  • 21
    • 0033316361 scopus 로고    scopus 로고
    • Hierarchical models of object recognition in cortex
    • Riesenhuber, M. & Poggio, T. Hierarchical models of object recognition in cortex. Nat. Neurosci. 2, 1019-1025 (1999).
    • (1999) Nat. Neurosci. , vol.2 , pp. 1019-1025
    • Riesenhuber, M.1    Poggio, T.2
  • 23
    • 51149092609 scopus 로고    scopus 로고
    • Object class recognition and localization using sparse features with limited receptive fields
    • Mutch, J. & Lowe, D. G. Object class recognition and localization using sparse features with limited receptive fields. Int. J. Comput. Vis. 80, 45-57 (2008).
    • (2008) Int. J. Comput. Vis. , vol.80 , pp. 45-57
    • Mutch, J.1    Lowe, D.G.2
  • 24
    • 0035328421 scopus 로고    scopus 로고
    • Modeling the shape of the scene: A holistic representation of the spatial envelope
    • Oliva, A. & Torralba, A. Modeling the shape of the scene: a holistic representation of the spatial envelope. Int. J. Comput. Vis. 42, 145-175 (2001).
    • (2001) Int. J. Comput. Vis. , vol.42 , pp. 145-175
    • Oliva, A.1    Torralba, A.2
  • 25
    • 84919607718 scopus 로고    scopus 로고
    • Deep neural networks rival the representation of primate IT cortex for core visual object recognition
    • Cadieu, C. F. et al. Deep neural networks rival the representation of primate IT cortex for core visual object recognition. PLoS Comput. Biol. 10, e1003963 (2014).
    • (2014) PLoS Comput. Biol. , vol.10 , pp. e1003963
    • Cadieu, C.F.1
  • 26
    • 84902213589 scopus 로고    scopus 로고
    • Performance-optimized hierarchical models predict neural responses in higher visual cortex
    • Yamins, D. L. K. et al. Performance-optimized hierarchical models predict neural responses in higher visual cortex. Proc. Natl Acad. Sci. USA 111, 8619-8624 (2014).
    • (2014) Proc. Natl Acad. Sci. USA , vol.111 , pp. 8619-8624
    • Yamins, D.L.K.1
  • 27
    • 84912102994 scopus 로고    scopus 로고
    • Deep supervised, but not unsupervised, models may explain IT cortical representation
    • Khaligh-Razavi, S. M. & Kriegeskorte, N. Deep supervised, but not unsupervised, models may explain IT cortical representation. PLoS Comput. Biol. 10, e1003915 (2014).
    • (2014) PLoS Comput. Biol. , vol.10 , pp. e1003915
    • Khaligh-Razavi, S.M.1    Kriegeskorte, N.2
  • 28
    • 84936878573 scopus 로고    scopus 로고
    • Deep neural networks reveal a gradient in the complexity of neural representations across the ventral stream
    • Güçlü, U. & van Gerven, M. A. J. Deep neural networks reveal a gradient in the complexity of neural representations across the ventral stream. J. Neurosci. 35, 100005-100014 (2015).
    • (2015) J. Neurosci. , vol.35 , pp. 100005-100014
    • Güçlü, U.1    Van Gerven, M.A.J.2
  • 29
    • 84903206623 scopus 로고    scopus 로고
    • Low-level image properties of visual objects predict patterns of neural response across category-selective regions of the ventral visual pathway
    • Rice, G. E., Watson, D. M., Hartley, T. & Andrews, T. J. Low-level image properties of visual objects predict patterns of neural response across category-selective regions of the ventral visual pathway. J. Neurosci. 34, 8837-8844 (2014).
    • (2014) J. Neurosci. , vol.34 , pp. 8837-8844
    • Rice, G.E.1    Watson, D.M.2    Hartley, T.3    Andrews, T.J.4
  • 30
    • 84888813172 scopus 로고    scopus 로고
    • Comparing visual representations across human fMRI and computational vision
    • Leeds, D. D., Seibert, D. A., Pyles, J. A. & Tarr, M. J. Comparing visual representations across human fMRI and computational vision. J. Vis. 13, 25 (2013).
    • (2013) J. Vis. , vol.13 , pp. 25
    • Leeds, D.D.1    Seibert, D.A.2    Pyles, J.A.3    Tarr, M.J.4
  • 31
    • 72249100259 scopus 로고    scopus 로고
    • Imagenet: A large-scale hierarchical image database
    • Deng, J. et al. Imagenet: a large-scale hierarchical image database. IEEE CVPR (2009).
    • (2009) IEEE CVPR
    • Deng, J.1
  • 34
    • 84969850969 scopus 로고    scopus 로고
    • Visualizing deep convolutional neural networks using natural pre-images
    • Mahendran, A. & Vedaldi, A. Visualizing deep convolutional neural networks using natural pre-images. Int. J. Comput. Vis. 120, 233-255 (2016).
    • (2016) Int. J. Comput. Vis. , vol.120 , pp. 233-255
    • Mahendran, A.1    Vedaldi, A.2
  • 37
    • 0028211584 scopus 로고
    • Neuronal selectivities to complex object features in the ventral visual pathway of the macaque cerebral cortex
    • Kobatake, E. & Tanaka, K. Neuronal selectivities to complex object features in the ventral visual pathway of the macaque cerebral cortex. J. Neurophysiol. 71, 856-867 (1994).
    • (1994) J. Neurophysiol. , vol.71 , pp. 856-867
    • Kobatake, E.1    Tanaka, K.2
  • 40
    • 84939864405 scopus 로고    scopus 로고
    • The heterogeneity of mental representation: Ending the imagery debate
    • Pearson, J. & Kosslyn, S. M. The heterogeneity of mental representation: ending the imagery debate. Proc. Natl Acad. Sci. USA 112, 10089-10092 (2015).
    • (2015) Proc. Natl Acad. Sci. USA , vol.112 , pp. 10089-10092
    • Pearson, J.1    Kosslyn, S.M.2
  • 41
    • 84942119234 scopus 로고    scopus 로고
    • Mental imagery: Functional mechanisms and clinical applications
    • Pearson, J., Naselaris, T., Holmes, E. A. & Kosslyn, S. M. Mental imagery: functional mechanisms and clinical applications. Trends Cogn. Sci. 19, 590-602 (2015).
    • (2015) Trends Cogn. Sci. , vol.19 , pp. 590-602
    • Pearson, J.1    Naselaris, T.2    Holmes, E.A.3    Kosslyn, S.M.4
  • 42
    • 0036307392 scopus 로고    scopus 로고
    • Visual features of intermediate complexity and their use in classification
    • Ullman, S., Vidal-Naquet, M. & Sali, E. Visual features of intermediate complexity and their use in classification. Nat. Neurosci. 5, 682-687 (2002).
    • (2002) Nat. Neurosci. , vol.5 , pp. 682-687
    • Ullman, S.1    Vidal-Naquet, M.2    Sali, E.3
  • 43
    • 0026679889 scopus 로고
    • Columns for visual features of objects in monkey inferotemporal cortex
    • Fujita, I., Tanaka, K., Ito, M. & Cheng, K. Columns for visual features of objects in monkey inferotemporal cortex. Nature 360, 343-346 (1992).
    • (1992) Nature , vol.360 , pp. 343-346
    • Fujita, I.1    Tanaka, K.2    Ito, M.3    Cheng, K.4
  • 44
    • 45749091592 scopus 로고    scopus 로고
    • Predicting human brain activity associated with the meanings of nouns
    • Mitchell, T. M. et al. Predicting human brain activity associated with the meanings of nouns. Science 320, 1191-1195 (2008).
    • (2008) Science , vol.320 , pp. 1191-1195
    • Mitchell, T.M.1
  • 45
    • 57649175760 scopus 로고    scopus 로고
    • Representational similarity analysis-connecting the branches of systems neuroscience
    • Kriegeskorte, N., Mur, M. & Bandettini, P. Representational similarity analysis-connecting the branches of systems neuroscience. Front. Syst. Neurosci. 2, 4 (2008).
    • (2008) Front. Syst. Neurosci. , vol.2 , pp. 4
    • Kriegeskorte, N.1    Mur, M.2    Bandettini, P.3
  • 46
    • 79955004157 scopus 로고    scopus 로고
    • Relating population-code representations between man, monkey, and computational models
    • Kriegeskorte, N. Relating population-code representations between man, monkey, and computational models. Front. Neurosci. 3, 363-373 (2009).
    • (2009) Front. Neurosci. , vol.3 , pp. 363-373
    • Kriegeskorte, N.1
  • 47
    • 84880938482 scopus 로고    scopus 로고
    • Representational geometry: Integrating cognition, computation, and the brain
    • Kriegeskorte, N. & Kievit, R. A. Representational geometry: integrating cognition, computation, and the brain. Trends Cogn. Sci. 17, 401-412 (2013).
    • (2013) Trends Cogn. Sci. , vol.17 , pp. 401-412
    • Kriegeskorte, N.1    Kievit, R.A.2
  • 48
    • 84899423992 scopus 로고    scopus 로고
    • A toolbox for representational similarity analysis
    • Nili, H. et al. A toolbox for representational similarity analysis. PLoS Comput. Biol. 10, e1003553 (2014).
    • (2014) PLoS Comput. Biol. , vol.10 , pp. e1003553
    • Nili, H.1
  • 51
    • 0028225037 scopus 로고
    • FMRI of human visual cortex
    • Engel, S. A. et al. fMRI of human visual cortex. Nature 369, 525 (1994).
    • (1994) Nature , vol.369 , pp. 525
    • Engel, S.A.1
  • 52
    • 0029018377 scopus 로고
    • Borders of multiple visual areas in humans revealed by functional magnetic resonance imaging
    • Sereno, M. I. et al. Borders of multiple visual areas in humans revealed by functional magnetic resonance imaging. Science 268, 889-893 (1995).
    • (1995) Science , vol.268 , pp. 889-893
    • Sereno, M.I.1
  • 53
    • 0034194288 scopus 로고    scopus 로고
    • Cortical regions involved in perceiving object shape
    • Kourtzi, Z. & Kanwisher, N. Cortical regions involved in perceiving object shape. J. Neurosci. 20, 3310-3318 (2000).
    • (2000) J. Neurosci. , vol.20 , pp. 3310-3318
    • Kourtzi, Z.1    Kanwisher, N.2
  • 54
    • 0030911020 scopus 로고    scopus 로고
    • The fusiform face area: A module in human extrastriate cortex specialized for face perception
    • Kanwisher, N., McDermott, J. & Chun, M. M. The fusiform face area: a module in human extrastriate cortex specialized for face perception. J. Neurosci. 17, 4302-4311 (1997).
    • (1997) J. Neurosci. , vol.17 , pp. 4302-4311
    • Kanwisher, N.1    McDermott, J.2    Chun, M.M.3
  • 55
    • 0032499196 scopus 로고    scopus 로고
    • A cortical representation of the local visual environment
    • Epstein, R. & Kanwisher, N. A cortical representation of the local visual environment. Nature 392, 598-601 (1998).
    • (1998) Nature , vol.392 , pp. 598-601
    • Epstein, R.1    Kanwisher, N.2
  • 56
    • 33645410496 scopus 로고
    • Receptive fields, binocular interaction and functional architecture in the Cat's visual cortex
    • Hubel, D. & Wiesel, T. Receptive fields, binocular interaction and functional architecture in the cat's visual cortex. J. Physiol. 160, 106-154 (1962).
    • (1962) J. Physiol. , vol.160 , pp. 106-154
    • Hubel, D.1    Wiesel, T.2
  • 57
    • 78651178699 scopus 로고
    • Receptive fields and functional architecture in two nonstriate visual areas (18 and 19) of the cat
    • Hubel, D. & Wiesel, T. Receptive fields and functional architecture in two nonstriate visual areas (18 and 19) of the cat. J. Neurophysiol. 28, 229-289 (1965).
    • (1965) J. Neurophysiol. , vol.28 , pp. 229-289
    • Hubel, D.1    Wiesel, T.2
  • 59
    • 55349089531 scopus 로고    scopus 로고
    • Sparse estimation automatically selects voxels relevant for the decoding of fMRI activity patterns
    • Yamashita, O., Sato, M. A., Yoshioka, T., Tong, F. & Kamitani, Y. Sparse estimation automatically selects voxels relevant for the decoding of fMRI activity patterns. Neuroimage 42, 1414-1429 (2008).
    • (2008) Neuroimage , vol.42 , pp. 1414-1429
    • Yamashita, O.1    Sato, M.A.2    Yoshioka, T.3    Tong, F.4    Kamitani, Y.5
  • 61
    • 0000147488 scopus 로고    scopus 로고
    • Online model selection based on the variational bayes
    • Sato, M. A. Online model selection based on the variational Bayes. Neural Comput. 13, 1649-1681 (2001).
    • (2001) Neural Comput. , vol.13 , pp. 1649-1681
    • Sato, M.A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.