CRN:   72087

Review

• Simoncelli EP, Olshausen BA (2001)  Natural image statistics and neural representation.  Annual Reviews of Neuroscience,  24.  (pdf)

Historical background

• Attneave, F  (1954)  Some informational aspects of visual perception. Psychological Review, 61: 183-193.
• Barlow, HB (1961)  Possible principles underlying the transformations of sensory messages.  In:  Sensory Communication,  W.A. Rosenblith, Ed.  John Wiley & Sons.  pp. 217-236.

Histogram equalization

• Laughlin SB (1981). A simple coding procedure enhances a neuron's information capacity.  Z. Naturforsch., 36c: 910-912.

Whitening/decorrelation

• Srinivasan MV, Laughlin SB, Dubs A (1982)   Predictive coding: A fresh view of inhibition in the retina. J. R. Soc. Lond. B, 216, 427-459.
• Atick JJ, Redlich AN (1992). What does the retina know about natural scenes? Neural Computation, 4, 196-210.

Sparse coding and ICA

• Field, D.J. (1994)  What is the goal of sensory coding?  Neural Computation, 6, 559-601.
• Olshausen & Field (1996)
• Bell & Sejnowski (1997)

Translation invariance

• Hyvarinen & Hoyer  (2000)

Color

• Buchsbaum & Gottschalk
• Atick, Li, & Redlich
• Brainard & Freeman
• Lee, Wachtler & Sejnowski
• Osorio et al.  - Frugivory hypothesis
• Dominiy & Lucas (2001)  Ecological importance of trichromatic vision to primates.  Nature 410, 363 - 366.  (pdf)

Texture

• Bergen & Heeger
• Simoncelli & Portilla

Contours

• Simoncelli & Schwartz
• Geisler et al.
• Sigman et al.

Sound

• Attias & Schreiner
• Lewicki

Physiology

• Rieke, Bodnar, & Capranica
• Dan et al.
• Vinje & Gallant
• Theunissen et al.