reviewTop 1% cited
Sparse coding of sensory inputs
Current Opinion in Neurobiology · 2004 · Vol. 14(4) · pp. 481–487
Bruno A. Olshausen✉(Center for Neurosciences)David Field(Cornell University)
Neural dynamics and brain functionNeurobiology and Insect Physiology ResearchPhotoreceptor and optogenetics researchNeural codingENCODESensory systemComputer scienceAssociative propertyCoding (social sciences)Stimulus modalityNeuroscienceArtificial intelligenceBiology
MeSH terms
Action PotentialsAfferent PathwaysAnimalsBrainHumansModels, NeurologicalNeurons, AfferentSensationVisual CortexSignal Transduction
Citations
1,445
FWCI
14.92
field-weighted impact
References
59
Percentile
100%
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Citations per year
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References
An Energy Budget for Signaling in the Grey Matter of the Brain
Journal of Cerebral Blood Flow & Metabolism · 2001 · 3,449 citations
Nonlinear Dimensionality Reduction by Locally Linear Embedding
Science · 2000 · 14,934 citations
The Cost of Cortical Computation
Current Biology · 2003 · 1,130 citations
What Is the Goal of Sensory Coding?
Neural Computation · 1994 · 1,219 citations
Independent component filters of natural images compared with simple cells in primary visual cortex
Proceedings of the Royal Society B Biological Sciences · 1998 · 1,158 citations
Sparse coding with an overcomplete basis set: A strategy employed by V1?
Vision Research · 1997 · 3,692 citations
The “independent components” of natural scenes are edge filters
Vision Research · 1997 · 2,262 citations
Learning Overcomplete Representations
Neural Computation · 2000 · 1,138 citations
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