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

Vision Research · 1997 · Vol. 37(23) · pp. 3311–3325
Bruno A. OlshausenDavid J. Field
Neural dynamics and brain functionVisual perception and processing mechanismsAdvanced Fluorescence Microscopy TechniquesReceptive fieldNeural codingBasis functionBasis (linear algebra)Coding (social sciences)Computer scienceCurse of dimensionalityLinearityVisual cortexWavelet

MeSH terms

AlgorithmsAnimalsMammalsModels, PsychologicalVisual CortexVisual Perception
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3,692
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References
The Helmholtz Machine
Neural Computation · 1995 · 1,207 citations
What Does the Retina Know about Natural Scenes?
Neural Computation · 1992 · 743 citations
What Is the Goal of Sensory Coding?
Neural Computation · 1994 · 1,219 citations
Information theory and statistics
Journal of the Franklin Institute · 1959 · 7,216 citations
A theory for multiresolution signal decomposition: the wavelet representation
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1989 · 20,882 citations
Spatial frequency selectivity of cells in macaque visual cortex
Vision Research · 1982 · 1,505 citations
Towards a Theory of Early Visual Processing
Neural Computation · 1990 · 587 citations
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