Eero Simoncelli
Image Statistics
demos and tutorials
papers
Natural Image
statistics and neural representation.
E P Simoncelli and B A Olshausen. Annual Review of Neuroscience, 24:1193-1216,
May 2001. [pdf]
Natural signal statistics and sensory gain control.
O Schwartz and E P Simoncelli. Nature: Neuroscience, 4(8):819-825, August
2001. [pdf]
Natural image statistics and divisive normalization: Modeling nonlinearity
and adaptation in cortical neurons.
M J Wainwright, O Schwartz, and E P Simoncelli. In Probabilistic Models of
the Brain: Perception and Neural Function,
eds. R Rao, B Olshausen, and M Lewicki. MIT Press. Spring, 2002. [pdf]
Responses of neurons in primary and inferior temporal cortices to natural scenes.
Emergence of simple-cell receptive field properties by
learning a sparse code for natural images.
Possible principles underlying the transformations of sensory messages
Characterization of neural responses with stochastic stimuli
Spike-triggered characterization of excitatory and
suppressive stimulus dimensions in monkey V1
Maximum likelihood estimation of a stochastic
integrate-and-fire neural model Biases in
white noise analysis due to non-Poisson spike generation Characterizing
neural gain control using spike-triggered covariance
A simple white noise analysis of neuronal light responses Local analysis
of visual motion Motion illusions
as optimal percepts
Mechanisms of visual motion detection.
A model of neuronal responses in visual area MT.
The analysis of moving visual patterns.
Spatio-temporal
energy models for the perception of motion.
links
R Baddeley, L F Abbott, M C Booth, F Sengpiel, T Freeman, E A Wakeman, E T Rolls.
Proceedings of the Royal Society B, vol 264 pp 1775--1783, 1997.
[pdf]
B A Olshausen and D J Field.
Nature, 381:607-609, 1996.
[pdf]
H B Barlow. In Sensory Communications, ed. W A Rosenblith, pp 217-234, MIT Press. 1961. [pdf]
Spike-triggered analyses
E P Simoncelli, J Pillow, L Paninski, and O Schwartz.
In The Cognitive Neurosciences, 3rd edition
Ed: M Gazzaniga.
MIT Press, November, 2004 (to appear).
[
Abstract,
pdf]
N C Rust, O Schwartz, J A Movshon and E P Simoncelli.
Presented at the annual meeting, Computational Neuroscience (CNS*03),
Alicante Spain, 5-9 July 2003.
Published in Neurocomputing, Elsevier, 2004.
[Abstract,
pdf]
J W Pillow, L Paninski, and E P Simoncelli.
Presented at Neural Information Processing Systems, December 2003 (NIPS*2003).
Published in
Adv. Neural Information Processing Systems, v16, May 2004.
[Abstract,
pdf
]
J Pillow and E P Simoncelli (2002). Presented at Computational Neuroscience
Meeting*02. [pdf]
O Schwartz, EJ Chichilnisky, and E P Simoncelli. Adv. Neural Information
Processing Systems, v14, May 2002 (NIPS*2001). [pdf]
EJ Chichilnisky. Network, 12(2):199-213, 2001.
[pdf]
Motion: Perception/Modeling
E P Simoncelli. Chapter 109 in The Visual Neurosciences, eds. L M Chalupa and J S
Werner, MIT Press. 2003. [pdf]
Y Weiss, E P Simoncelli, and E H Adelson. Nature: Neuroscience, 5(6):598-604,
June 2002. [pdf]
P R Schrater, D C Knill, and E P Simoncelli. Nature: Neuroscience, 3(1):64-68,
January 2000. [pdf]
E P Simoncelli and D J Heeger. Vision Research, 38(5):743-761, 1998.
[pdf]
J A Movshon, E H Adelson, M S Gizzi, and W T Newsome.
In Experimental Brain Research Supplementum II: Pattern Recognition
Mechanisms, eds. C Chagas, R Gattass, and C Gross. pp 117-151. Springer-Verlag, 1986. [pdf]
E H Adelson and J R Bergen JOSA 2(2):284-299, 1985. [pdf]
Additional publications...