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» Learning Overcomplete Representations
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ICASSP
2010
IEEE
14 years 11 months ago
A weighted discriminative approach for image denoising with overcomplete representations
We present a novel weighted approach for shrinkage functions learning in image denoising. The proposed approach optimizes the shape of the shrinkage functions and maximizes denois...
Amir Adler, Yacov Hel-Or, Michael Elad
73
Voted
NIPS
2000
15 years 8 days ago
An Information Maximization Approach to Overcomplete and Recurrent Representations
The principle of maximizing mutual information is applied to learning overcomplete and recurrent representations. The underlying model consists of a network of input units driving...
Oren Shriki, Haim Sompolinsky, Daniel D. Lee
64
Voted
NIPS
1997
15 years 7 days ago
Learning Nonlinear Overcomplete Representations for Efficient Coding
Michael S. Lewicki, Terrence J. Sejnowski
NECO
2008
79views more  NECO 2008»
14 years 11 months ago
A Note on Lewicki-Sejnowski Gradient for Learning Overcomplete Representations
Zhaoshui He, Shengli Xie, Liqing Zhang, Andrzej Ci...