Modeling and Segmentation of Noisy and Textured Images Using Gibbs Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Simultaneous Parameter Estimation and Segmentation of Gibbs Random Fields Using Simulated Annealing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Boundary Detection by Constrained Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Game-Theoretic Integration for Image Segmentation
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
A Level Set Model for Image Classification
International Journal of Computer Vision
Geodesic Active Regions and Level Set Methods for Supervised Texture Segmentation
International Journal of Computer Vision
Shape Connectivity: Multiscale Analysis and Application to Generalized Granulometries
Journal of Mathematical Imaging and Vision
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
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
Texture classification using wavelet transform
Pattern Recognition Letters
An Integrated Approach for Surface Finding in Medical Images
MMBIA '96 Proceedings of the 1996 Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA '96)
Texture segmentation using wavelet transform
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
Information-Theoretic Active Polygons for Unsupervised Texture Segmentation
International Journal of Computer Vision
Simulating autonomous agents in augmented reality
Journal of Systems and Software
A clustering method based on multidimensional texture analysis
Pattern Recognition
Expert Systems with Applications: An International Journal
Image segmentation by clustering of spatial patterns
Pattern Recognition Letters
Texture retrieval based on a non-parametric measure for multivariate distributions
Proceedings of the 6th ACM international conference on Image and video retrieval
Globally adaptive region information for automatic color-texture image segmentation
Pattern Recognition Letters
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
Extracting Grain Boundaries and Macroscopic Deformations from Images on Atomic Scale
Journal of Scientific Computing
International Journal of Remote Sensing
Pattern analysis of dermoscopic images based on Markov random fields
Pattern Recognition
Computers & Mathematics with Applications
Feature fusion using Gabor filters and cooccurrence probabilities for fingerprint antispoofing
International Journal of Intelligent Systems Technologies and Applications
Optimal Mean-Precision Classifier
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Image segmentation based on GrabCut framework integrating multiscale nonlinear structure tensor
IEEE Transactions on Image Processing
Unsupervised texture segmentation using multiple segmenters strategy
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Bidimensional empirical mode decomposition modified for texture analysis
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
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
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
Illumination invariant unsupervised segmenter
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Automatic unsupervised texture segmentation using hidden Markov model
ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: image and multidimensional signal processing - Volume V
The gray level aura matrices for textured image segmentation
Analog Integrated Circuits and Signal Processing
On considering uncertainty and alternatives in low-level vision
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Texture segmentation by fuzzy clustering of spatial patterns
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Colour texture segmentation using modelling approach
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Statistical priors for efficient combinatorial optimization via graph cuts
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Deformable-Model based textured object segmentation
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Combined geometric-texture image classification
VLSM'05 Proceedings of the Third international conference on Variational, Geometric, and Level Set Methods in Computer Vision
Entropy-Scale profiles for texture segmentation
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Comparison of different approaches to visual terrain classification for outdoor mobile robots
Pattern Recognition Letters
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The problem of unsupervised segmentation of textured images is considered. The only explicit assumption made is that the intensity data can be modeled by a Gauss Markov random field (GMRF). The image is divided into a number of nonoverlapping regions and the GMRF parameters are computed from each of these regions. A simple clustering method is used to merge these regions. The parameters of the model estimated from the clustered segments are then used in two different schemes, one being all approximation to the maximum a posterior estimate of the labels and the other minimizing the percentage misclassification error. The proposed approach is contrasted with the algorithm of S. Lakshamanan and H. Derin (1989), which uses a simultaneous parameter estimation and segmentation scheme. The results of the adaptive segmentation algorithm of Lakshamanan and Derin are compared with a simple nearest-neighbor classification scheme to show that if enough information is available, simple techniques could be used as alternatives to computationally expensive schemes.