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DSMML
2004
Springer
15 years 3 months ago
Understanding Gaussian Process Regression Using the Equivalent Kernel
The equivalent kernel [1] is a way of understanding how Gaussian process regression works for large sample sizes based on a continuum limit. In this paper we show how to approximat...
Peter Sollich, Christopher K. I. Williams
ICIP
2006
IEEE
15 years 11 months ago
Light and Fast Statistical Motion Detection Method Based on Ergodic Model
In this paper, we propose a light and fast pixel-based statistical motion detection method based on a background subtraction procedure. The statistical representation of the backg...
Pierre-Marc Jodoin, Max Mignotte, Janusz Konrad
80
Voted
ICIP
2006
IEEE
15 years 11 months ago
Image Denoising with an Orientation-Adaptive Gaussian Scale Mixture Model
David K. Hammond, Eero P. Simoncelli
80
Voted
ICIP
2003
IEEE
15 years 11 months ago
Image restoration using Gaussian scale mixtures in the wavelet domain
Javier Portilla, Eero P. Simoncelli