Untitled

Neural networks for pattern recognition

1994 • 19,343 citations

Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images

1984 • 17,865 citations

Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference

1988 • 17,362 citations

Statistical Decision Theory and Bayesian Analysis

1985 • 7,736 citations

The Laplacian Pyramid as a Compact Image Code

1983 • 5,915 citations

Spatial Interaction and the Statistical Analysis of Lattice Systems

1974 • 5,753 citations

Emergence of simple-cell receptive field properties by learning a sparse code for natural images

1996 • 5,674 citations

Robot Vision

1986 • 3,714 citations

Stastical Decision Theory and Bayesian Analysis.

1988 • 3,052 citations

Learning in Graphical Models

1998 • 2,447 citations

The “independent components” of natural scenes are edge filters

1997 • 2,268 citations

Computational vision and regularization theory

1985 • 1,425 citations

Perception as Bayesian Inference

1996 • 1,421 citations

Scene Labeling by Relaxation Operations

1976 • 1,420 citations

What Is the Goal of Sensory Coding?

1994 • 1,213 citations

Pyramid-based texture analysis/synthesis

1995 • 1,114 citations

Computational Models of Visual Processing

1991 • 1,077 citations

Generalized Belief Propagation

2000 • 972 citations

Turbo decoding as an instance of Pearl's "belief propagation" algorithm

1998 • 929 citations

Summation and Division by Neurons in Primate Visual Cortex

1994 • 656 citations

Contour Tracking by Stochastic Propagation of Conditional Density.

1996 • 636 citations

Shape from shading

1989 • 634 citations

On the optimality of solutions of the max-product belief-propagation algorithm in arbitrary graphs

2001 • 605 citations

Correctness of Belief Propagation in Gaussian Graphical Models of Arbitrary Topology

2001 • 590 citations

A Bayesian approach to image expansion for improved definition

1994 • 537 citations

Graphical models for machine learning and digital communication

1999 • 479 citations

Parallel and deterministic algorithms from MRFs: surface reconstruction

1991 • 457 citations

Iterative decoding of compound codes by probability propagation in graphical models

1998 • 385 citations

Prior learning and Gibbs reaction-diffusion

1997 • 319 citations

Bayesian modeling of uncertainty in low-level vision

1990 • 305 citations

Statistical models for images: compression, restoration and synthesis

2002 • 279 citations

Probabilistic Independence Networks for Hidden Markov Probability Models

1997 • 253 citations

The generic viewpoint assumption in a framework for visual perception

1994 • 251 citations

Synthesizing a Color Algorithm from Examples

1988 • 193 citations

Relaxation labelling algorithms — a review

1985 • 168 citations

Belief Propagation and Revision in Networks with Loops

1997 • 143 citations

Efficient multiscale regularization with applications to the computation of optical flow

1994 • 137 citations

Texture recognition using a non-parametric multi-scale statistical model

2002 • 87 citations

Bayesian inference in model-based machine vision

1987 • 80 citations

Recovering reflectance and illumination in a world of painted polyhedra

2002 • 64 citations

Learning to Estimate Scenes from Images

1998 • 61 citations

Interpreting Images by Propagating Bayesian Beliefs

1996 • 55 citations

Bayesian Model of Surface Perception

1997 • 27 citations

Associative learning of scene parameters from images

1987 • 27 citations

Perceptual organization of occluding contours generated by opaque surfaces

2003 • 20 citations

Filling in scenes by propagating probabilities through layers and into appearance models

2002 • 19 citations

A practical approach to fractal-based image compression

1993 • 17 citations