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Network: Computation in Neural Systems Volume 3, 1992 - Issue 1
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Original Article

The principal components of natural images

Peter J B Hancock Centre for Cognitive and Computational Neuroscience, Departments of Psychology and Computing Science, University of Stirling, Stirling, FK9 4L4, UK
,
Roland J Baddeley Centre for Cognitive and Computational Neuroscience, Departments of Psychology and Computing Science, University of Stirling, Stirling, FK9 4L4, UK
&
Leslie S Smith Centre for Cognitive and Computational Neuroscience, Departments of Psychology and Computing Science, University of Stirling, Stirling, FK9 4L4, UK
Pages 61-70 | Received 15 Nov 1991, Published online: 09 Jul 2009

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S Suganthan & L MacDonald. (2009) Statistics of stained glass images. The Imaging Science Journal 57:4, pages 218-231.
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Wolfgang Einhäuser, Frank Schumann, Stanislavs Bardins, Klaus Bartl, Guido Böning, Erich Schneider & Peter König. (2007) Human eye-head co-ordination in natural exploration. Network: Computation in Neural Systems 18:3, pages 267-297.
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Fred H. Hamker & Jan Wiltschut. (2007) Hebbian learning in a model with dynamic rate-coded neurons: An alternative to the generative model approach for learning receptive fields from natural scenes. Network: Computation in Neural Systems 18:3, pages 249-266.
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Bruce Hansen & Edward Essock. (2005) Influence of scale and orientation on the visual perception of natural scenes. Visual Cognition 12:6, pages 1199-1234.
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Peter J. Bex, Steven C. Dakin & Isabelle Mareschal. (2005) Critical band masking in optic flow. Network: Computation in Neural Systems 16:2-3, pages 261-284.
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Bruce C Hansen, Edward A Essock, Yufeng Zheng & J Kevin Deford. (2003) Perceptual anisotropies in visual processing and their relation to natural image statistics. Network: Computation in Neural Systems 14:3, pages 501-526.
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Antonio Torralba & Aude Oliva. (2003) Statistics of natural image categories. Network: Computation in Neural Systems 14:3, pages 391-412.
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Norbert Krüger & Florentin Wörgötter. (2002) Multi-modal estimation of collinearity and parallelism in natural image sequences. Network: Computation in Neural Systems 13:4, pages 553-576.
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Patrik O Hoyer & Aapo Hyvärinen. (2000) Independent component analysis applied to feature extraction from colour and stereo images. Network: Computation in Neural Systems 11:3, pages 191-210.
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Rajesh P N Rao & Dana H Ballard. (1998) Development of localized oriented receptive fields by learning a translation-invariant code for natural images. Network: Computation in Neural Systems 9:2, pages 219-234.
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Harel Shouval & Yong Liu. (1996) Principal component neurons in a realistic visual environment. Network: Computation in Neural Systems 7:3, pages 501-515.
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Penio S Penev & Joseph J Atick. (1996) Local feature analysis: a general statistical theory for object representation. Network: Computation in Neural Systems 7:3, pages 477-500.
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B A Olshausen & D J Field. (1996) Natural image statistics and efficient coding. Network: Computation in Neural Systems 7:2, pages 333-339.
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Dawei W Dong & Joseph J Atick. (1995) Statistics of natural time-varying images. Network: Computation in Neural Systems 6:3, pages 345-358.
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Dawei W Dong & Joseph J Atick. (1995) Temporal decorrelation: a theory of lagged and nonlagged responses in the lateral geniculate nucleus. Network: Computation in Neural Systems 6:2, pages 159-178.
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Yair Weiss & Shimon Edelman. (1995) Representation of similarity as a goal of early visual processing. Network: Computation in Neural Systems 6:1, pages 19-41.
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Daniel L Ruderman. (1994) The statistics of natural images. Network: Computation in Neural Systems 5:4, pages 517-548.
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Yong Liu & Harel Shouval. (1994) Localized principal components of natural images-an analytic solution. Network: Computation in Neural Systems 5:2, pages 317-324.
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