Network Computation in Neural Systems · 1992 · 480 citations · 38 references
Life SciencesEvolutionary BiologyNeuroscienceInformation TheorySensory NeuroscienceVisual PerceptionNeural Basis Of PerceptionNeural CodingSensory CodingSensory ProcessingSensory SystemsVisual SystemCodingInformation Theory In BiologyInformation Theory In NeuroscienceNeural Coding TheoryRetinal Chromatic CodingRetinal Information CodingSensory Neural PathwaysVisual Signal Processing
Sensory pathways are tuned to process environmental signals, yet natural stimuli are highly redundant, making the neural representation inefficient; evolutionary pressures suggest early processing may aim to transform these signals into more efficient forms. The author investigates whether the principle of efficient information representation can serve as a design rule for sensory processing. He outlines how this principle can predict neural processing and illustrates it with studies of fly LMC coding and mammalian retinal coding across spatial, temporal, and chromatic dimensions.
The sensory pathways of animals are well adapted to processing a special class of signals, namely stimuli from the animal's environment. An important fact about natural stimuli is that they are typically very redundant and hence the sampled representation of these signals formed by the array of sensory cells is inefficient. One could argue for some animals and pathways, as the author does in this review, that efficiency of information representation in the nervous system has several evolutionary advantages. Consequently, one might expect that much of the processing in the early levels of these sensory pathways could be dedicated towards recording incoming signals into a more efficient form. The author explores the principle of efficiency of information representation as a design principle for sensory processing. He gives a preliminary discussion on how this principle could be applied in general to predict neural processing and then discuss concretely some neural systems where it recently has been shown to be successful. In particular, he examines the fly's LMC coding strategy and the mammalian retinal coding in the spatial, temporal and chromatic domains.
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Information Theory and Reliable Communication
David A. Bell · Electronics and Power · 1969 · 4K citations
Some informational aspects of visual perception.
Fred Attneave · Psychological Review · 1954 · 2.9K citations