Independent component filters of natural images compared with simple cells in primary visual cortex

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Independent Component Filters of Natural Images Compared with Simple Cells in Primary Visual Cortex

Properties of the receptive fields of simple cells in macaque cortex were compared with properties of independent component filters generated by independent component analysis (ICA) on a large set of natural images. Histograms of spatial frequency bandwidth, orientation tuning bandwidth, length and aspect ratio of the receptive fields match well. This indicates that simple cells are well tuned ...

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Independent component filters of natural images compared with simple cells in primary visual cortex.

Properties of the receptive fields of simple cells in macaque cortex were compared with properties of independent component filters generated by independent component analysis (ICA) on a large set of natural images. Histograms of spatial frequency bandwidth, orientation tuning bandwidth, aspect ratio and length of the receptive fields match well. This indicates that simple cells are well tuned ...

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Independent component analysis of natural image sequences yields spatio-temporal ®lters similar to simple cells in primary visual cortex

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ژورنال

عنوان ژورنال: Proceedings of the Royal Society of London. Series B: Biological Sciences

سال: 1998

ISSN: 0962-8452,1471-2954

DOI: 10.1098/rspb.1998.0303