Segmentation of textured images using Gibbs random fields
Computer Vision, Graphics, and Image Processing
Modeling and Segmentation of Noisy and Textured Images Using Gibbs Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimating Components of Univariate Gaussian Mixtures Using Prony's Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
A parallel image segmentation algorithm using relaxation with varying neighborhoods and its mapping
Computer Vision, Graphics, and Image Processing
Classification of Rotated and Scaled Textured Images Using Gaussian Markov Random Field Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Texture Segmentation Using Markov Random Field Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Simulation-Based Estimator for Hidden Markov Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Cost Minimization Approach to Edge Detection Using Simulated Annealing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Parameter Estimation in Markov Random Field Contextual Models Using Geometric Models of Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Deformable Template Approach to Detecting Straight Edges in Radar Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimation of Generalized Multisensor Hidden Markov Chains and Unsupervised Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Markov Pixon Information Approach for Low-Level Image Description
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Variational Model for Image Classification and Restoration
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
A Level Set Model for Image Classification
International Journal of Computer Vision
Color Image Segmentation for Multimedia Applications
Journal of Intelligent and Robotic Systems
Statistical approaches in quantitative positron emissiontomography
Statistics and Computing
Simulated Annealing: A Proof of Convergence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Depth and Image Recovery Using a MRF Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Markov Random Field Models for Unsupervised Segmentation of Textured Color Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Class of Discrete Multiresolution Random Fields and Its Application to Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Monte Carlo Markov chain techniques for unsupervised MRF-based image denoising
Pattern Recognition Letters
Metropolis vs Kawasaki Dynamic for Image Segmentation Based on Gibbs Models
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Hyperparameter Estimation for Satellite Image Restoration by a MCMCML Method
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Adaptive Pixel-Based Data Fusion for Boundary Detection
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Unsupervised Image Segmentation Using a Colony of Cooperating Ants
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
Fuzzy Markovian segmentation in application of magnetic resonance images
Computer Vision and Image Understanding
Volumetric Layer Segmentation Using Coupled Surfaces Propagation
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Approximate maximum likelihood hyperparameter estimation for Gibbs priors
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol.2)-Volume 2 - Volume 2
Pattern Recognition Letters
Double random field models for remote sensing image segmentation
Pattern Recognition Letters
Unsupervised Texture Segmentation for Multispectral Remote-Sensing Images
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
Unsupervised image segmentation using triplet Markov fields
Computer Vision and Image Understanding
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
A neural architecture for fully data driven edge-preserving image restoration
Integrated Computer-Aided Engineering
Object-based and semantic image segmentation using MRF
EURASIP Journal on Applied Signal Processing
Statistical segmentation of regions of interest on a mammographic image
EURASIP Journal on Advances in Signal Processing
Segmentation of color images via reversible jump MCMC sampling
Image and Vision Computing
A Markov random field model for mode detection in cluster analysis
Pattern Recognition Letters
Extracting Grain Boundaries and Macroscopic Deformations from Images on Atomic Scale
Journal of Scientific Computing
A novel pixon-representation for image segmentation based on Markov random field
Image and Vision Computing
A Novel Pixon-Based Approach for Image Segmentation Using Wavelet Thresholding Method
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Unsupervised image segmentation using triplet Markov fields
Computer Vision and Image Understanding
Subsampling of Markov random fields
Journal of Visual Communication and Image Representation
Identification of grain boundary contours at atomic scale
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Multivariate image segmentation using semantic region growing with adaptive edge penalty
IEEE Transactions on Image Processing
A statistical pixel intensity model for segmentation of confocal laser scanning microscopy images
IEEE Transactions on Image Processing
Unsupervised image segmentation controlled by morphological contrast extraction
ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: image and multidimensional signal processing - Volume V
MRF model-based approach for image segmentation using a chaotic multiagent system
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
Spatial color image segmentation based on finite non-Gaussian mixture models
Expert Systems with Applications: An International Journal
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An adaptive segmentation algorithm is developed which simultaneously estimates the parameters of the underlying Gibbs random field (GRF)and segments the noisy image corrupted by additive independent Gaussian noise. The algorithm, which aims at obtaining the maximum a posteriori (MAP) segmentation is a simulated annealing algorithm that is interrupted at regular intervals for estimating the GRF parameters. Maximum-likelihood (ML) estimates of the parameters based on the current segmentation are used to obtain the next segmentation. It is proven that the parameter estimates and the segmentations converge in distribution to the ML estimate of the parameters and the MAP segmentation with those parameter estimates, respectively. Due to computational difficulties, however, only an approximate version of the algorithm is implemented. The approximate algorithm is applied on several two- and four-region images with different noise levels and with first-order and second-order neighborhoods.