Markov random fields for image modelling and analysis
Modelling and applications of stochastic processes
Bayesian Clustering for Unsupervised Estimation of Surface and Texture Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hierarchy in Picture Segmentation: A Stepwise Optimization Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Markov random field approach to data fusion and colour segmentation
Image and Vision Computing
Simultaneous Parameter Estimation and Segmentation of Gibbs Random Fields Using Simulated Annealing
IEEE Transactions on Pattern Analysis and Machine Intelligence
A physical approach to color image understanding
International Journal of Computer Vision
Color image segmentation using Markov random fields
Proceedings of a workshop on Image understanding workshop
Unsupervised Texture Segmentation Using Markov Random Field Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Maximum likelihood unsupervised textured image segmentation
CVGIP: Graphical Models and Image Processing
Color
Boundary and Object Detection in Real World Images
Journal of the ACM (JACM)
Multispectral Random Field Models for Synthesis and Analysis of Color Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reactive agents for adaptive image analysis
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Modeling and Classifying Symmetries Using a Multiscale Opponent Color Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Maximum Likelihood Estimation Methods for Multispectral Random Field Image Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive Image Segmentation With Distributed Behavior-Based Agents
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Segmentation of Color-Texture Regions in Images and Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Simple Strategy for Calibrating the Geometry of Light Sources
IEEE Transactions on Pattern Analysis and Machine Intelligence
Color texture segmentation using feature distributions
Pattern Recognition Letters
Color Image Segmentation for Multimedia Applications
Journal of Intelligent and Robotic Systems
Geodesic Active Regions and Level Set Methods for Supervised Texture Segmentation
International Journal of Computer Vision
Segmentation of Multi-Channel Image with Markov Random Field Based Active Contour Model
Journal of VLSI Signal Processing Systems
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
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
Spatial-feature parametric clustering applied to motion-based segmentation in camouflage
Computer Vision and Image Understanding
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
Segmentations of Spatio-Temporal Images by Spatio-Temporal Markov Random Field Model
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Highlight and Shading Invariant Color Image Segmentation Using Simulated Annealing
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
A Markov Random Field Image Segmentation Model Using Combined Color and Texture Features
CAIP '01 Proceedings of the 9th International Conference on Computer Analysis of Images and Patterns
Multispectral Texture Analysis Using Interplane Sum- and Difference-Histograms
Proceedings of the 24th DAGM Symposium on Pattern Recognition
Fuzzy Markovian segmentation in application of magnetic resonance images
Computer Vision and Image Understanding
Defect detection in textured surfaces using color ring-projection correlation
Machine Vision and Applications
Computer Vision and Image Understanding
The evaluation of normalized cross correlations for defect detection
Pattern Recognition Letters
International Journal of Computer Vision
Reduced Multidimensional Histograms in Color Texture Description
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
Induction operators for a computational colour-texture representation
Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval
Unsupervised Texture Segmentation for Multispectral Remote-Sensing Images
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
Color image segmentation by analysis of subset connectedness and color homogeneity properties
Computer Vision and Image Understanding
Image compression based on a family of stochastic models
Signal Processing
A clustering method based on multidimensional texture analysis
Pattern Recognition
A color image segmentation approach for content-based image retrieval
Pattern Recognition
Designing spectral sensitivity curves for use with Artificial Color
Pattern Recognition
Increasing the discrimination power of the co-occurrence matrix-based features
Pattern Recognition
Quaternion color texture segmentation
Computer Vision and Image Understanding
Object-based and semantic image segmentation using MRF
EURASIP Journal on Applied Signal Processing
Segmentation of color images via reversible jump MCMC sampling
Image and Vision Computing
Wavelet transform and adaptive neuro-fuzzy inference system for color texture classification
Expert Systems with Applications: An International Journal
Mining user hidden semantics from image content for image retrieval
Journal of Visual Communication and Image Representation
Unsupervised segmentation of natural images via lossy data compression
Computer Vision and Image Understanding
Color and texture image segmentation using uniform local binary patterns
Machine Graphics & Vision International Journal
Color-texture segmentation using unsupervised graph cuts
Pattern Recognition
Pattern analysis of dermoscopic images based on Markov random fields
Pattern Recognition
SAR image segmentation based on mixture context and wavelet hidden-class-label Markov random field
Computers & Mathematics with Applications
An adaptive segmentation method using MRF model for suburban aerial images
International Journal of Computer Applications in Technology
Rotation-invariant colour texture classification through multilayer CCR
Pattern Recognition Letters
Optimal Mean-Precision Classifier
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Towards a computer-aided diagnosis system for vocal cord diseases
Artificial Intelligence in Medicine
Color image segmentation by analysis of subset connectedness and color homogeneity properties
Computer Vision and Image Understanding
Segmentation-driven image fusion based on alpha-stable modeling of wavelet coefficients
IEEE Transactions on Multimedia
An MRF-based kernel method for nonlinear feature extraction
Image and Vision Computing
An automatic segmentation technique for color images based on SOFM neural network
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Unsupervised colour image segmentation applied to printing quality assessment
Image and Vision Computing
A three-level clustering algorithm for color texture segmentation
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Unsupervised texture segmentation using multiple segmenters strategy
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Unsupervised detection of mammogram regions of interest
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Machine Vision and Applications
Categorizing laryngeal images for decision support
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Illumination invariant unsupervised segmenter
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A color interest operator for landmark-based navigation
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Unsupervised urban area extraction from SAR imagery using GMRF
Pattern Recognition and Image Analysis
Image segmentation via coherent clustering in L*a*b* color space
Pattern Recognition Letters
Computer Vision and Image Understanding
Frequent and dependent connectivities
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Markovian approach using several Gibbs energy for remote sensing images segmentation
Analog Integrated Circuits and Signal Processing
A rough-fuzzy HSV color histogram for image segmentation
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Hierarchical clustering of dynamical systems based on eigenvalue constraints
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Colour texture segmentation using modelling approach
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Modeling micro-patterns for feature extraction
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Analysis and modelling of diversity contribution to ensemble-based texture recognition performance
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Remote sensing image segmentation by active queries
Pattern Recognition
An embedded software-reconfigurable color segmentation architecture for image processing systems
Microprocessors & Microsystems
Spatial color image segmentation based on finite non-Gaussian mixture models
Expert Systems with Applications: An International Journal
Text-image interaction for image retrieval and semi-automatic indexing
IRSG'98 Proceedings of the 20th Annual BCS-IRSG conference on Information Retrieval Research
Proceedings of the 5th IBM Collaborative Academia Research Exchange Workshop
| Hi-index | 0.15 |
We present an unsupervised segmentation algorithm which uses Markov random field models for color textures. These models characterize a texture in terms of spatial interaction within each color plane and interaction between different color planes. The models are used by a segmentation algorithm based on agglomerative hierarchical clustering. At the heart of agglomerative clustering is a stepwise optimal merging process that at each iteration maximizes a global performance functional based on the conditional pseudolikelihood of the image. A test for stopping the clustering is applied based on rapid changes in the pseudolikelihood. We provide experimental results that illustrate the advantages of using color texture models and that demonstrate the performance of the segmentation algorithm on color images of natural scenes. Most of the processing during segmentation is local making the algorithm amenable to high performance parallel implementation.