Robust Estimation in the Presence of Spatially Coherent Outliers

Maximum Likelihood from Incomplete Data Via the EM Algorithm

1977 • 46,601 citations

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

1984 • 17,865 citations

On the Statistical Analysis of Dirty Pictures

1986 • 4,068 citations

Robust Statistics: The Approach Based on Influence Functions

1987 • 3,948 citations

Probabilistic Principal Component Analysis

1999 • 3,571 citations

Least Median of Squares Regression

1984 • 3,497 citations

The AR face databasae

1998 • 2,852 citations

MLESAC: A New Robust Estimator with Application to Estimating Image Geometry

2000 • 2,250 citations

The AR face database

1998 • 2,030 citations

Robust Statistics: The Approach Based on Influence Functions.

1987 • 1,742 citations

Robust anisotropic diffusion

1998 • 1,288 citations

Least Median of Squares Regression

1984 • 1,142 citations

Recognizing imprecisely localized, partially occluded, and expression variant faces from a single sample per class

2002 • 837 citations

Untitled

1997 • 744 citations

Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images*

1993 • 703 citations

Robust regression methods for computer vision: A review

1991 • 638 citations

Robust Parameter Estimation in Computer Vision

1999 • 449 citations

Face recognition using active appearance models

1998 • 409 citations

EM procedures using mean field-like approximations for Markov model-based image segmentation

2002 • 315 citations

A RANSAC-based approach to model fitting and its application to finding cylinders in range data

1981 • 278 citations

The mean field theory in EM procedures for blind Markov random field image restoration

1993 • 147 citations

Wide-baseline stereo from multiple views: a probabilistic account

2004 • 127 citations

Face recognition using the active appearance model.

1998 • 54 citations

The Variational Ising Classifier (VIC) Algorithm for Coherently Contaminated Data

2004 • 6 citations