209
Views
1
CrossRef citations to date
0
Altmetric
Original Articles

A model of primate visual cortex based on category-specific redundancies in natural images

&
Pages 313-329 | Received 23 Dec 2009, Accepted 23 Jun 2010, Published online: 19 Nov 2010

References

  • Angelucci , A. and Bullier , J. 2003 . Reaching Beyond the Classical Receptive Field of V1 Neurons: Horizontal or Feedback Axons? . Journal of Physiology-Paris , 97 : 141 – 154 .
  • Atick , J. 1992 . Could Information Theory Provide an Ecological Theory of Sensory Processing? . Network: Computation. Neural Systems , 3 : 213 – 251 .
  • Attneave , F. 1954 . Some Informational Aspects of Visual Perception . Psychological Review , 61 : 183 – 193 .
  • Barlow , H. B. 1961 . “ Possible Principles Underlying the Transformation of Sensory Messages ” . In Sensory Communication Edited by: Rosenblith , W A . 217 – 234 .
  • Bell , A. J. and Sejnowski , T. J. 1997 . The “Independent Components” of Natural Scenes are Edge Filters . Vision Research , 37 : 3327 – 3338 .
  • Caltech, 101 Object Categories www.vision.caltech.edu/Image_Datasets/Caltech101/
  • Carandini , M. , Heeger , D. J. and Movshon , J. A. 1997 . Linearity and Normalization in Simple Cells of the Macaque Primary Visual Cortex . Journal of Neuroscience , 17 : 8621 – 8644 .
  • Cristianini , N. and Shawe-Taylor , J. 2000 . An Introduction to Support Vector Machines and other Kernel-based Learning Methods , Cambridge : Cambridge University Press .
  • Dan , Y. , Atick , J. J. and 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 .
  • Desimone , R. 1991 . Face-selective Cells in the Temporal Cortex of Monkeys . Journal of Cognitive Neuroscience , 3 : 1 – 8 .
  • Desimone , R. and Schein , S. J. 1987 . Visual Properties of Neurons in Area V4 of the Macaque: Sensitivity to Stimulus Form . Journal of Neurophysiology , 57 : 835 – 868 .
  • Field , D. 1994 . What is the Goal of Sensory Coding? . Neural Computation , 6 : 559 – 601 .
  • Gallant , J. L. , Connor , C. E. , Rakshit , S. , Lewis , J. W. and Van Essen , D. C. 1996 . Neural Responses to Polar, Hyperbolic, and Cartesian Gratings in Area V4 of the Macaque Monkey . Journal of Neurophysiology , 76 : 2718 – 2739 .
  • Grigorescu , C. , Petkov , N. and Westenberg , M. A. 2004 . Contour and Boundary Detection Improved by Surround Suppression of Texture Edges . Image and Vision Computing , 22 : 609 – 622 .
  • Hegdé , J. and Van Essen , D. C. 2000 . Selectivity for Complex Shapes in Primate Visual Area V2 . Journal of Neuroscience , 20 : 1 – 6 .
  • Hegdé , J. and Van Essen , D. C. 2003 . Strategies of Shape Representation in Macaque Visual Area V2 . Visual Neuroscience , 20 : 313 – 328 .
  • Hegdé , J. and Van Essen , D. C. 2007 . A Comparative Study of Shape Representation in Macaque Visual Areas V2 and V4 . Cerebral Cortex , 17 : 1100 – 1116 .
  • Hubel , D. H. and Wiesel , T. N. 1962 . Receptive Fields, Binocular Interaction and Functional Architecture in the Cat's Visual Cortex . Journal of Physiology , 160 : 106 – 154 .
  • Hyvärinen , A. and Hoyer , P. O. 2000 . Emergence of Phase- and Shift-invariant Features by Decomposition of Natural Images into Independent Feature Subspaces . Neural Computation , 12 : 1705 – 1720 .
  • Hyvärinen , A. , Hoyer , P. and Inki , M. 2001 . Topographic Independent Component Analysis . Neural Computation , 13 : 1527 – 1558 .
  • Ito , M. and Komatsu , H. 2004 . Representation of Angles Embedded within Contour Stimuli in Area V2 of Macaque Monkeys . Journal of Neuroscience , 24 : 3313 – 3324 .
  • Itti , L. , Koch , C. and Braun , J. 2000 . Revisiting Spatial Vision: Towards a Unifying Model . Journal of Optical Society of America , 17 : 1899 – 1917 .
  • Jones , J. P. and Palmer , L. A. 1987 . An Evaluation of the Two-dimensional Gabor Filter Model of Simple Receptive Fields in Cat Striate Cortex . Journal of Neurophysiology , 58 : 1233 – 1258 .
  • Karklin , Y. and Lewicki , M. S. 2003 . Learning Higher-order Structures in Natural Images . Network: Computation. Neural Systems , 14 : 483 – 499 .
  • Karklin , Y. and Lewicki , M. S. 2005 . A Hierarchical Bayesian Model for Learning Nonlinear Statistical Regularities in Nonstationary Natural Signals . Neural Computation , 17 : 397 – 423 .
  • Kiani , R. , Esteky , H. , Mirpour , K. and Tanaka , K. 2007 . Object Category Structure in Response Patterns of Neuronal Population in Monkey Inferior Temporal Cortex . Journal of Neurophysiology , 97 : 4296 – 4309 .
  • Laughlin , S. 1981 . A Simple Coding Procedure Enhances a Neuron's Information Capacity . Zeitschrift für Naturforschung , 36 : 910 – 912 .
  • Logothetis , N. K. , Pauls , J. and Poggio , T. 1995 . Shape Representation in the Inferior Temporal Cortex of Monkeys . Current Biology , 5 : 552 – 563 .
  • Malmir , M. and Shiry , S. Class Specific Redundancies in Natural Images: A Theory of Extrastriate Visual Processing . International Joint Conference on Neural Networks (IJCNN) . Atlanta , GA
  • Maunsell , J. H.R. and Newsome , W. T. 1987 . Visual Processing in Monkey Extrastriate Cortex . Annual Review Neuroscience , 10 : 363 – 401 .
  • Neumann , H. and Sepp , W. 1999 . Recurrent V1–V2 Interactions in Early Visual Boundary Processing . Biological Cybernetics , 81 : 425 – 444 .
  • Olshausen , B. A. and Field , D. J. 1996 . Emergence of Simple Cell Receptive Field Properties by Learning a Sparse Code for Natural Images . Nature , 381 : 607 – 609 .
  • Park , H. J. and Lee , T. W. 2005 . Unsupervised Learning of Nonlinear Dependencies in Natural Images . International Journal of Imaging Systems. Technology , 15 : 34 – 47 .
  • Pasupathy , A. and Connor , C. E. 1999 . Responses to Contour Features in Macaque Area V4 . Journal of Neurophysiology , 82 : 2490 – 2502 .
  • Pasupathy , A. and Connor , C. E. 2001 . Shape Representation in Area V4: Position-specific Tuning for Boundary Conformation . Journal of Neurophysiology , 86 : 2505 – 2519 .
  • Plebe , A. and Domenella , R. G. 2007 . Object Recognition by Artificial Cortical Maps . Neural Networks , 20 : 763 – 780 .
  • Pollen , D. A. , Przybyszewski , A. W. , Rubin , M. A. and Foote , W. 2002 . Spatial Receptive Field Organization of Macaque V4 Neurons . Cerebral Cortex , 12 : 601 – 616 .
  • Reynolds , J. H. , Chelazzi , L. and Desimone , R. 1999 . Competitive Mechanisms Subserve Attention in Macaque Areas V2 and V4 . Journal of Neuroscience , 19 : 1736 – 1753 .
  • RoboCup@Home Competitions Rule Book (2009), www.robocup.org/robocup-home/
  • Schwartz , E. L. , Desimone , R. , Albright , T. D. and Gross , C. G. Shape Recognition and Inferior Temporal Neurons . Proceedings of the National Academy of Science . Vol. 80 , pp. 5776 – 5778 .
  • Schwartz , O. , Sejnowski , T. J. and Dayan , P. 2006 . Soft Mixer Assignment in a Hierarchical Generative Model of Natural Scene Statistics . Neural Computation , 18 : 2680 – 2718 .
  • Schwartz , O. and Simoncelli , E. P. 2001 . Natural Signal Statistics and Sensory Gain Control . Nature Neuroscience , 4 : 819 – 825 .
  • Seriès , P. , Lorenceau , J. and Frégnac , Y. 2003 . The “Silent” Surround of V1 Receptive Fields: Theory and Experiments . Journal of Physiology-Paris , 97 : 453 – 474 .
  • Serre , T. , Wolf , L. , Bileschi , S. , Riesenhuber , M. and Poggio , T. 2007 . Robust Object Recognition with Cortex-like Mechanisms . IEEE Transactions on Pattern Analysis and Machine Intelligence , 29 ( 3 )
  • Simoncelli , E P. Statistical Models for Images: Compression, Restoration and Synthesis . 31st Asilomar Conference on Signals, Systems and Computers .
  • Tanaka , K. 1994 . Inferotemporal Cortex and Object Vision . Annual Review of Neuroscience , 19 : 109 – 139 .
  • Tsunoda , K. , Yamane , Y. , Nishizaki , M. and Tanifuji , M. 2001 . Complex Objects are Represented in Macaque Inferotemporal Cortex by the Combination of Feature Columns . Nature Neuroscience , 4 : 832 – 838 .
  • Valpola , H. , Harva , M. and Karhunen , J. 2004 . Hierarchical Models of Variance Sources . Signal Processing , 84 : 267 – 282 .
  • Wainwright , M. J. and Simoncelli , E. P. 2000 . Scale Mixtures of Gaussians and the Statistics of Natural Images . Advances in Neural Information Processing Systems , 12 : 855 – 861 .
  • Zetzsche , C. , Wegmann , B. and Barth , E. Nonlinear Aspects of Primary Vision: Entropy Reduction Beyond Decorrelation . Proceedings of the SID, Society for Information Display . Edited by: Morreale , J. pp. 933 – 936 .
  • Zhang , B. Delayed Maturation of Receptive Field Center-Surround Mechanisms in V2 . Proceedings of the National Academy of Sciences . Vol. 2 , pp. 5862 – 5867 .
  • Zoccolan , D. , Cox , D. and DiCarlo , J. 2005 . Multiple Object Response Normalization in Monkey Inferotemporal Cortex . Journal of Neuroscience , 25 : 8150 – 8164 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.