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A multi-layer sparse coding network learns contour coding from natural images.
Vision Res. 2002 Jun;42(12):1593-605. doi: 10.1016/s0042-6989(02)00017-2.
Vision Res. 2002.
PMID: 12074953
Free article.
Independent component analysis applied to feature extraction from colour and stereo images.
Hoyer PO, Hyvärinen A.
Hoyer PO, et al.
Network. 2000 Aug;11(3):191-210.
Network. 2000.
PMID: 11014668
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A two-layer sparse coding model learns simple and complex cell receptive fields and topography from natural images.
Hyvärinen A, Hoyer PO.
Hyvärinen A, et al. Among authors: hoyer po.
Vision Res. 2001 Aug;41(18):2413-23. doi: 10.1016/s0042-6989(01)00114-6.
Vision Res. 2001.
PMID: 11459597
Free article.
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Emergence of phase- and shift-invariant features by decomposition of natural images into independent feature subspaces.
Hyvärinen A, Hoyer P.
Hyvärinen A, et al.
Neural Comput. 2000 Jul;12(7):1705-20. doi: 10.1162/089976600300015312.
Neural Comput. 2000.
PMID: 10935923
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Statistical model of natural stimuli predicts edge-like pooling of spatial frequency channels in V2.
Hyvärinen A, Gutmann M, Hoyer PO.
Hyvärinen A, et al. Among authors: hoyer po.
BMC Neurosci. 2005 Feb 16;6:12. doi: 10.1186/1471-2202-6-12.
BMC Neurosci. 2005.
PMID: 15715907
Free PMC article.
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Topographic independent component analysis.
Hyvärinen A, Hoyer PO, Inki M.
Hyvärinen A, et al. Among authors: hoyer po.
Neural Comput. 2001 Jul;13(7):1527-58. doi: 10.1162/089976601750264992.
Neural Comput. 2001.
PMID: 11440596
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Equivalence of some common linear feature extraction techniques for appearance-based object recognition tasks.
Asunción Vicente M, Hoyer PO, Hyvärinen A.
Asunción Vicente M, et al. Among authors: hoyer po.
IEEE Trans Pattern Anal Mach Intell. 2007 May;29(5):896-900. doi: 10.1109/TPAMI.2007.1074.
IEEE Trans Pattern Anal Mach Intell. 2007.
PMID: 17356208
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