On the Statistical Analysis of Dirty Pictures

Optimization by Simulated Annealing

1983 • 42,775 citations

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

1984 • 17,865 citations

Monte Carlo sampling methods using Markov chains and their applications

1970 • 14,060 citations

Spatial Interaction and the Statistical Analysis of Lattice Systems

1974 • 5,753 citations

Digital Picture Processing

1982 • 4,741 citations

Maximum Likelihood Reconstruction for Emission Tomography

1982 • 4,304 citations

A Maximization Technique Occurring in the Statistical Analysis of Probabilistic Functions of Markov Chains

1970 • 4,244 citations

Pattern recognition : a statistical approach

1982 • 3,005 citations

Maximal Flow Through a Network

2009 • 1,942 citations

Statistical Analysis of Non-Lattice Data

1975 • 1,605 citations

Scene Labeling by Relaxation Operations

1976 • 1,420 citations

Markov Random Field Texture Models

1983 • 1,385 citations

Markov Random Fields and Their Applications

1980 • 1,309 citations

Discrimination and Classification

1999 • 966 citations

Image reconstruction from incomplete and noisy data

1978 • 945 citations

On the Foundations of Relaxation Labeling Processes

1983 • 895 citations

A Statistical Model for Positron Emission Tomography

1985 • 810 citations

Discrimination and Classification.

1982 • 708 citations

A model-based method for computer-aided medical decision-making

1978 • 479 citations

Gibbs States on Countable Sets

1974 • 437 citations

Classification, estimation, and pattern recognition

1974 • 349 citations

Efficiency of pseudolikelihood estimation for simple Gaussian fields

1977 • 320 citations

Diffusions for Global Optimization

1986 • 308 citations

Classification of binary random patterns

1965 • 256 citations

Minimum cuts and related problems

1975 • 250 citations

Graphical and Recursive Models for Contingency Tables

1983 • 223 citations

Common Structure of Smoothing Techniques in Statistics

1985 • 220 citations

Analysis of Field Experiments by Least Squares Smoothing

1985 • 215 citations

Recursive causal models

1984 • 200 citations

Bayes Smoothing Algorithms for Segmentation of Binary Images Modeled by Markov Random Fields

1984 • 196 citations

A Constraint – Propagation Approach to Probabilistic Reasoning* *This work was supported in part by the National Science Foundation, Grant #DSR 83–13875

1986 • 174 citations

Image restoration by a powerful maximum entropy method

1983 • 167 citations

Positron emission tomography and autoradiography

1985 • 160 citations

Spatial classification using fuzzy membership models

1988 • 140 citations

Probabilistic Reasoning in Predictive Expert Systems

1986 • 128 citations

An algorithm for optimal designs on a design space

1978 • 116 citations

Pattern Recognition in Practice II

1988 • 115 citations

Unilateral Markov fields

1980 • 115 citations

A statistical view of uncertainty in expert systems

1986 • 113 citations

Contextual classification of multispectral pixel data

1984 • 112 citations

Image segmentation using simple Markov field models

1982 • 103 citations

Maximum likelihood discriminant analysis on the plane using a Markovian model of spatial context

1985 • 94 citations

Extensions of linear discriminant analysis for statistical classification of remotely sensed satellite imagery

1980 • 93 citations

Confidence and Conflict in Multivariate Calibration

1987 • 89 citations

A curious binary lattice process

1977 • 80 citations

Contextual Pattern Recognition Applied to Cloud Detection and Identification

1985 • 68 citations

Data analysis: The maximum entropy method

1984 • 65 citations

Global optimization via the Langevin equation

1985 • 59 citations

Clustering on coloured lattices

1977 • 56 citations

A Moment Inequality and Monotonicity of an Algorithm

1983 • 54 citations

A neighbourhood‐based classifier for landsat data

1984 • 49 citations

Clustering on coloured lattices

1977 • 48 citations

Continuous Relaxation and Local Maxima Selection: Conditions for Equivalence

1981 • 47 citations

Fading Characteristics of Panchromatic Radar Backscatter from Selected Agricultural Targets

1975 • 46 citations

Markov mesh models

1980 • 44 citations

Bayesian Image Analysis

1986 • 38 citations

Recursive contextual classification using a spatial stochastic model

1983 • 37 citations

Comments on ``Application of the Conditional Population-Mixture Model to Image Segmentation''

1984 • 34 citations

Statistical Pattern Classification Using Contextual Information

1980 • 30 citations

Image processing in a general purpose microcomputer

1984 • 26 citations

Interval estimation in discrimination: The multivariate normal equal covariance case

1985 • 26 citations

The maximum entropy method for data analysis

1984 • 25 citations

A three parameter isotropic distribution of atoms and the hard-core square lattice gas

1977 • 24 citations

The comparison by simulation of solutions of Wicksell's corpuscle problem

1984 • 19 citations

On a two-dimensional binary process

1976 • 18 citations

On Spatial-Temporal Models and Markov Fields

1977 • 14 citations

Metric Pattern Theory

1981 • 14 citations

Adaptive Relaxation Labeling

1984 • 14 citations

On a two-dimensional binary process

1976 • 12 citations

On the covariance of two noncentral F random variables and the variance of the estimated liner discriminant function

1984 • 9 citations

Image labelling and the statistical analysis of incomplete data

1986 • 9 citations

Relaxation labelling and the entropy of neighbourhood information

1987 • 7 citations

MAXIMUM ENTROPY DATA ANALYSIS

1986 • 4 citations