Vision and the statistics of the visual environment

被引:195
作者
Simoncelli, EP
机构
[1] New York, NY 10003-6604
关键词
D O I
10.1016/S0959-4388(03)00047-3
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
It is widely believed that visual systems are optimized for the visual properties of the environment inhabited by the organism. A specific instance of this principle is known as the Efficient Coding Hypothesis, which holds that the purpose of early visual processing is to produce an efficient representation of the incoming visual signal. The theory provides a quantitative link between the statistical properties of the world and the structure of the visual system. As such, specific instances of this theory have been tested experimentally, and have been used to motivate and constrain models for early visual processing.
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页码:144 / 149
页数:6
相关论文
共 66 条
[11]  
BARLOW HB, 1990, VISION CODING EFFICI
[12]   The ''independent components'' of natural scenes are edge filters [J].
Bell, AJ ;
Sejnowski, TJ .
VISION RESEARCH, 1997, 37 (23) :3327-3338
[13]  
Berkes P, 2002, LECT NOTES COMPUT SC, V2415, P81
[14]   Adaptive rescaling maximizes information transmission [J].
Brenner, N ;
Bialek, W ;
van Steveninck, RD .
NEURON, 2000, 26 (03) :695-702
[15]  
CHECHIK G, 2002, ADV NEURAL INFORMATI, V14
[16]  
Cover T. M., 2005, ELEM INF THEORY, DOI 10.1002/047174882X
[17]  
Dan Y, 1996, J NEUROSCI, V16, P3351
[18]  
Dayan P., 2001, THEORETICAL NEUROSCI
[19]   Errors drive the evolution of biological signalling to costly codes [J].
De Polavieja, GG .
JOURNAL OF THEORETICAL BIOLOGY, 2002, 214 (04) :657-664
[20]   Efficiency and ambiguity in an adaptive neural code [J].
Fairhall, AL ;
Lewen, GD ;
Bialek, W ;
van Steveninck, RRD .
NATURE, 2001, 412 (6849) :787-792