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Volumn 37, Issue 23, 1997, Pages 3311-3325

Sparse coding with an overcomplete basis set: A strategy employed by V1?

Author keywords

Coding V1; Gabor wavelet; Natural images

Indexed keywords

ARTICLE; CODING; IMAGING; PHOTORECEPTOR; PRIORITY JOURNAL; STRIATE CORTEX; VISUAL CORTEX; VISUAL STIMULATION;

EID: 0030779611     PISSN: 00426989     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0042-6989(97)00169-7     Document Type: Article
Times cited : (3096)

References (44)
  • 2
    • 34548281969 scopus 로고
    • Could information theory provide an ecological theory of sensory processing?
    • Atick, J. J. (1992). Could information theory provide an ecological theory of sensory processing? Network, 3, 213-251.
    • (1992) Network , vol.3 , pp. 213-251
    • Atick, J.J.1
  • 3
    • 0000302918 scopus 로고
    • Towards a theory of early visual processing
    • Atick, J. J. & Redlich, A. N. (1990). Towards a theory of early visual processing. Neural Computation, 2, 308-320.
    • (1990) Neural Computation , vol.2 , pp. 308-320
    • Atick, J.J.1    Redlich, A.N.2
  • 4
    • 0000547924 scopus 로고
    • What does the retina know about natural scenes?
    • Atick, J. J. & Redlich, A. N. (1992). What does the retina know about natural scenes? Neural Computation, 4, 196-210.
    • (1992) Neural Computation , vol.4 , pp. 196-210
    • Atick, J.J.1    Redlich, A.N.2
  • 5
    • 0030582114 scopus 로고    scopus 로고
    • An efficient code in V1?
    • Baddeley, R. (1996). An efficient code in V1 Nature, 381, 560-561.
    • (1996) Nature , vol.381 , pp. 560-561
    • Baddeley, R.1
  • 6
    • 0002014402 scopus 로고
    • Possible principles underlying the transformations of sensory messages
    • Rosenblith, W. A. (Ed.). Cambridge, MA: MIT Press
    • Barlow, H. B. (1961). Possible principles underlying the transformations of sensory messages. In Rosenblith, W. A. (Ed.), Sensory communication (pp. 217-234). Cambridge, MA: MIT Press.
    • (1961) Sensory Communication , pp. 217-234
    • Barlow, H.B.1
  • 7
    • 0001471775 scopus 로고
    • Unsupervised learning
    • Barlow, H. B. (1989). Unsupervised learning. Neural Computation, 1, 295-311.
    • (1989) Neural Computation , vol.1 , pp. 295-311
    • Barlow, H.B.1
  • 8
    • 0000235696 scopus 로고
    • Internal representations for associative memory
    • Baum, E. B., Moody, J. & Wilczek, F. (1988). Internal representations for associative memory. Biological Cybernetics, 59, 217-228.
    • (1988) Biological Cybernetics , vol.59 , pp. 217-228
    • Baum, E.B.1    Moody, J.2    Wilczek, F.3
  • 9
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell, A. J. & Sejnowski, T. J. (1995). An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 7, 1129-1159.
    • (1995) Neural Computation , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 10
    • 0028416938 scopus 로고
    • Independent component analysis, a new concept?
    • Comon, P. (1994). Independent component analysis, a new concept? Signal Processing, 36, 287-314.
    • (1994) Signal Processing , vol.36 , pp. 287-314
    • Comon, P.1
  • 11
    • 0029880979 scopus 로고    scopus 로고
    • Efficient coding of natural scenes in the lateral geniculate nucleus: Experimental test of a computational theory
    • Dan, Y., Atick, J. J. & Reid, R. C. (1996). Efficient coding of natural scenes in the lateral geniculate nucleus: experimental test of a computational theory. Journal of Neuroscience, 16, 3351-3362.
    • (1996) Journal of Neuroscience , vol.16 , pp. 3351-3362
    • Dan, Y.1    Atick, J.J.2    Reid, R.C.3
  • 12
    • 0024550990 scopus 로고
    • Entropy reduction and decorrelation in visual coding by oriented neural receptive fields
    • Daugman, J. G. (1989). Entropy reduction and decorrelation in visual coding by oriented neural receptive fields. IEEE Transactions on Biomedical Engineering, 36, 107-114.
    • (1989) IEEE Transactions on Biomedical Engineering , vol.36 , pp. 107-114
    • Daugman, J.G.1
  • 14
    • 0020045244 scopus 로고
    • Spatial frequency selectivity of cells in macaque visual cortex
    • De Valois, R. L., Albrecht, D. G. & Thorell, L. G. (1982). Spatial frequency selectivity of cells in macaque visual cortex. Vision Research, 22, 545-559.
    • (1982) Vision Research , vol.22 , pp. 545-559
    • De Valois, R.L.1    Albrecht, D.G.2    Thorell, L.G.3
  • 15
    • 0001732587 scopus 로고
    • Temporal decorrelation: A theory of lagged and non-lagged responses in the lateral geniculate nucleus
    • Dong, D. W. & Atick, J. J. (1995). Temporal decorrelation: a theory of lagged and non-lagged responses in the lateral geniculate nucleus. Network: Computation in Neural Systems, 6, 159-178.
    • (1995) Network: Computation in Neural Systems , vol.6 , pp. 159-178
    • Dong, D.W.1    Atick, J.J.2
  • 16
    • 0023492118 scopus 로고
    • Relations between the statistics of natural images and the response properties of cortical cells
    • Field, D. J. (1987). Relations between the statistics of natural images and the response properties of cortical cells. Journal of the Optical Society of America A, 4, 2379-2394.
    • (1987) Journal of the Optical Society of America A , vol.4 , pp. 2379-2394
    • Field, D.J.1
  • 17
    • 0000762417 scopus 로고
    • Scale-invariance and self-similar "wavelet" transforms: An analysis of natural scenes and mammalian visual systems
    • Farge, M., Hunt, J. & Vascillicos, C. (Eds). Oxford: Oxford University Press
    • Field, D. J. (1993). Scale-invariance and self-similar "wavelet" transforms: an analysis of natural scenes and mammalian visual systems. In Farge, M., Hunt, J. & Vascillicos, C. (Eds), Wavelets, fractals, and Fourier transforms (pp. 151-193). Oxford: Oxford University Press.
    • (1993) Wavelets, Fractals, and Fourier Transforms , pp. 151-193
    • Field, D.J.1
  • 18
    • 0000929221 scopus 로고
    • What is the goal of sensory coding?
    • Field, D. J. (1994). What is the goal of sensory coding? Neural Computation, 6, 559-601.
    • (1994) Neural Computation , vol.6 , pp. 559-601
    • Field, D.J.1
  • 19
    • 0025604930 scopus 로고
    • Forming sparse representations by local anti-Hebbian learning
    • Foldiak, P. (1990). Forming sparse representations by local anti-Hebbian learning. Biological Cybernetics, 64, 165-170.
    • (1990) Biological Cybernetics , vol.64 , pp. 165-170
    • Foldiak, P.1
  • 20
    • 0001986723 scopus 로고
    • Sparse coding in the primate cortex
    • Arbib, M. A. (Ed.). Cambridge, MA: MIT Press
    • Foldiak, P. (1995). Sparse coding in the primate cortex. In Arbib, M. A. (Ed.), The handbook of brain theory and neural networks (pp. 895-989). Cambridge, MA: MIT Press.
    • (1995) The Handbook of Brain Theory and Neural Networks , pp. 895-989
    • Foldiak, P.1
  • 22
    • 0000435426 scopus 로고
    • Finding compact and sparse-distributed representations of visual images
    • Fyfe, C. & Baddeley, R. (1995). Finding compact and sparse-distributed representations of visual images. Network, 6, 333-344.
    • (1995) Network , vol.6 , pp. 333-344
    • Fyfe, C.1    Baddeley, R.2
  • 24
    • 0000852458 scopus 로고    scopus 로고
    • Development of low entropy coding in a recurrent network
    • Harpur, G. F. & Prager, R. W. (1996). Development of low entropy coding in a recurrent network. Network, 7, 277-284.
    • (1996) Network , vol.7 , pp. 277-284
    • Harpur, G.F.1    Prager, R.W.2
  • 26
    • 0001919309 scopus 로고
    • Feature extraction using an unsupervised neural network
    • Intrator, N. (1992). Feature extraction using an unsupervised neural network. Neural Computation, 4, 98-107.
    • (1992) Neural Computation , vol.4 , pp. 98-107
    • Intrator, N.1
  • 28
    • 0028050061 scopus 로고
    • Formation of receptive fields in realistic visual environments according to the bienenstock, cooper, and munro (BCM) theory
    • Law, C. C. & Cooper, L. N. (1994). Formation of receptive fields in realistic visual environments according to the Bienenstock, Cooper, and Munro (BCM) theory. Proceedings of the National Academy of Sciences USA, 91, 7797-7801.
    • (1994) Proceedings of the National Academy of Sciences USA , vol.91 , pp. 7797-7801
    • Law, C.C.1    Cooper, L.N.2
  • 30
    • 24244466952 scopus 로고    scopus 로고
    • Independence rejection: An unsupervised learning algorithm for extracting latent source structures from arbitrary image populations
    • Institute for Mathematical Behavioral Sciences, UC Irvine
    • Lu, Z. L., Chubb, C. & Sperling, G. (1996). Independence rejection: an unsupervised learning algorithm for extracting latent source structures from arbitrary image populations. Technical Report MBS 96-15. Institute for Mathematical Behavioral Sciences, UC Irvine.
    • (1996) Technical Report , vol.MBS 96-15
    • Lu, Z.L.1    Chubb, C.2    Sperling, G.3
  • 31
  • 32
    • 0002086574 scopus 로고
    • Neuronal architectures for pattern-theoretic problems
    • Koch, C. & Davis, J. L. (Eds). Cambridge, MA: MIT Press
    • Mumford, D. (1994). Neuronal architectures for pattern-theoretic problems. In Koch, C. & Davis, J. L. (Eds), Large scale neuronal theories of the brain (pp. 125-152). Cambridge, MA: MIT Press.
    • (1994) Large Scale Neuronal Theories of the Brain , pp. 125-152
    • Mumford, D.1
  • 34
    • 20844452782 scopus 로고
    • A model of the spatial-frequency organization in primate striate cortex
    • Bower, J. M. (Ed.). Kluwer
    • Olshausen, B. A. & Anderson, C. H. (1994). A model of the spatial-frequency organization in primate striate cortex. In Bower, J. M. (Ed.), The neurobiology of computation (pp. 275-280). Kluwer.
    • (1994) The Neurobiology of Computation , pp. 275-280
    • Olshausen, B.A.1    Anderson, C.H.2
  • 35
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • Olshausen, B. A. & Field, D. J. (1996a) Emergence of simple-cell receptive field properties by learning a sparse code for natural images. Nature, 381, 607-609.
    • (1996) Nature , vol.381 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 36
    • 26444447071 scopus 로고    scopus 로고
    • Natural image statistics and efficient coding
    • Olshausen, B. A. & Field, D. J. (1996b) Natural image statistics and efficient coding. Network, 7, 333-339.
    • (1996) Network , vol.7 , pp. 333-339
    • Olshausen, B.A.1    Field, D.J.2
  • 37
    • 0023992489 scopus 로고
    • Two-dimensional spatial structure of receptive fields in monkey striate cortex
    • Parker, A. J. & Hawken, M. J. (1988). Two-dimensional spatial structure of receptive fields in monkey striate cortex. Journal of the Optical Society of America A, 5, 598-605.
    • (1988) Journal of the Optical Society of America A , vol.5 , pp. 598-605
    • Parker, A.J.1    Hawken, M.J.2
  • 39
    • 0342568277 scopus 로고    scopus 로고
    • Projection pursuit analysis of the statistical structure in natural scenes
    • Cambridge, MA
    • Press, W. A. & Lee, C. W. (1996). Projection pursuit analysis of the statistical structure in natural scenes. Paper presented at CNS96, Cambridge, MA.
    • (1996) CNS96
    • Press, W.A.1    Lee, C.W.2
  • 40
    • 0031570014 scopus 로고    scopus 로고
    • Dynamic model of visual recognition predicts neural response properties in the visual cortex
    • Rao, R. P. N. & Ballard, D. H. (1997). Dynamic model of visual recognition predicts neural response properties in the visual cortex. Neural Computation, 9, 721-763.
    • (1997) Neural Computation , vol.9 , pp. 721-763
    • Rao, R.P.N.1    Ballard, D.H.2
  • 41
    • 0003040479 scopus 로고
    • A multiple cause mixture model for unsupervised learning
    • Saund, E. (1995). A multiple cause mixture model for unsupervised learning. Neural Computation, 7, 51-71.
    • (1995) Neural Computation , vol.7 , pp. 51-71
    • Saund, E.1
  • 43
    • 0024764506 scopus 로고
    • The effect of threshold on the relationship between the receptive field profile and the spatial-frequency tuning curve in simple cells of the cat's striate cortex
    • Tadmor, Y. & Tolhurst, D. J. (1989). The effect of threshold on the relationship between the receptive field profile and the spatial-frequency tuning curve in simple cells of the cat's striate cortex. Visual Neuroscience, 3, 445-454.
    • (1989) Visual Neuroscience , vol.3 , pp. 445-454
    • Tadmor, Y.1    Tolhurst, D.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.