Boundary Detection by Constrained Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
A physical approach to color image understanding
International Journal of Computer Vision
Digital image processing
Relaxation using models from quantum mechanics
Pattern Recognition
Interactive Computer Graphics; Functional, Procedural, and Device-Level Methods
Interactive Computer Graphics; Functional, Procedural, and Device-Level Methods
Pattern Recognition Letters
Quantitative evaluation of color image segmentation results
Pattern Recognition Letters
Image retrieval by color semantics
Multimedia Systems - Special issue on video content based retrieval
Segmentation of Color Textures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Color space analysis in color image segmentation
VIP '00 Selected papers from the Pan-Sydney workshop on Visualisation - Volume 2
Video sequence segmentation using genetic algorithms
Pattern Recognition Letters
Color Image Segmentation for Multimedia Applications
Journal of Intelligent and Robotic Systems
Genetic-Based Stereo Algorithm and Disparity Map Evaluation
International Journal of Computer Vision
MRF Clustering for segmentation of color images
Pattern Recognition Letters
Efficient region-based motion segmentation for a video monitoring system
Pattern Recognition Letters
Near optimum estimation of local fractal dimension for image segmentation
Pattern Recognition Letters
Multiresolution-based watersheds for efficient image segmentation
Pattern Recognition Letters
Robust Photometric Invariant Region Detection in Multispectral Images
International Journal of Computer Vision
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
Efficient Image Segmentation Based on Wavelet and Watersheds for Video Objects Extraction
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
Face Detection by Integrating Multiresolution-Based Watersheds and a Skin-Color Model
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
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
Cancerous nuclei detection on digitized pathological lung color images
Journal of Biomedical Informatics
Cancerous nuclei detection on digitized pathological lung color images
Computers and Biomedical Research
Defect detection in textured surfaces using color ring-projection correlation
Machine Vision and Applications
The OD theory of TOD: the use and limits of temporal information for object discovery
Eighteenth national conference on Artificial intelligence
A Software Tool for Real-Time Low-Level Vision
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Computer Vision and Image Understanding
Postal Envelope Segmentation by 2-D Histogram Clustering through Watershed Transform
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 1
The evaluation of normalized cross correlations for defect detection
Pattern Recognition Letters
Fast image segmentation based on multi-resolution analysis and wavelets
Pattern Recognition Letters
Linear color segmentation and its implementation
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
Unsupervised video object segmentation and tracking based on new edge features
Pattern Recognition Letters
An Efficient Parameterless Quadrilateral-Based Image Segmentation Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Real-Time Imaging - Special issue on multi-dimensional image processing
Image segmentation based on merging of sub-optimal segmentations
Pattern Recognition Letters
Pyramid segmentation algorithms revisited
Pattern Recognition
Designing spectral sensitivity curves for use with Artificial Color
Pattern Recognition
Unsupervised performance evaluation of image segmentation
EURASIP Journal on Applied Signal Processing
Region saliency as a measure for colour segmentation stability
Image and Vision Computing
Segmentation of color images via reversible jump MCMC sampling
Image and Vision Computing
Color image segmentation: Rough-set theoretic approach
Pattern Recognition Letters
Journal of Mathematical Imaging and Vision
Image segmentation evaluation: A survey of unsupervised methods
Computer Vision and Image Understanding
Automated hierarchical image segmentation based on merging of quadrilaterals
ISCGAV'06 Proceedings of the 6th WSEAS International Conference on Signal Processing, Computational Geometry & Artificial Vision
Image segmentation with a fuzzy clustering algorithm based on Ant-Tree
Signal Processing
Multispectral image segmentation by a multichannel watershed-based approach
International Journal of Remote Sensing
A novel pixon-representation for image segmentation based on Markov random field
Image and Vision Computing
Performance Modeling and Algorithm Characterization for Robust Image Segmentation
International Journal of Computer Vision
A Perturbation Suppressing Segmentation Technique Based on Adaptive Diffusion
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
Image Segmentation Based on Cluster Ensemble
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
A customized Gabor filter for unsupervised color image segmentation
Image and Vision Computing
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Color image segmentation using morphological clustering and fusion with automatic scale selection
Pattern Recognition Letters
Color image segmentation using adaptive mean shift and statistical model-based methods
Computers & Mathematics with Applications
A skin detection approach based on color distance map
EURASIP Journal on Advances in Signal Processing
A Reliable Skin Detection Using Dempster-Shafer Theory of Evidence
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Noise-robust binary segmentation based on ant colony system and modified fuzzy C-means algorithm
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Genetic algorithms for video segmentation
Pattern Recognition
Automatic segmentation of natural scene images based on chromatic and achromatic components
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Quantization-based clustering algorithm
Pattern Recognition
From manual to automated optical recognition of ancient coins
VSMM'07 Proceedings of the 13th international conference on Virtual systems and multimedia
International Journal of Bio-Inspired Computation
Multilevel image segmentation with adaptive image context based thresholding
Applied Soft Computing
A combined preprocessing scheme for texture based ice classification from SAR images
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
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
Finding semantic structures in image hierarchies using Laplacian graph energy
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Review article: Edge and line oriented contour detection: State of the art
Image and Vision Computing
Feature-weighted mountain method with its application to color image segmentation
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Weight selection in W-K-means algorithm with an application in color image segmentation
Computers & Mathematics with Applications
Markovian approach using several Gibbs energy for remote sensing images segmentation
Analog Integrated Circuits and Signal Processing
Roughness approach to color image segmentation through smoothing local difference
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Two-dimensional clustering algorithms for image segmentation
WSEAS Transactions on Computers
An evaluation measure of image segmentation based on object centres
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
A robust footprint detection using color images and neural networks
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
A quantitative criterion to evaluate color segmentations application to cytological images
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
A clustering approach for color image segmentation
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
Localization scale selection for scale-space segmentation
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Lattice associative memories for segmenting color images in different color spaces
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
A skin detection approach based on the Dempster--Shafer theory of evidence
International Journal of Approximate Reasoning
Color image segmentation using parallel OptiMUSIG activation function
Applied Soft Computing
Multiscale roughness measure for color image segmentation
Information Sciences: an International Journal
An improved particle swarm optimisation for image segmentation of homogeneous images
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Evaluation of image segmentation quality by adaptive ground truth composition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Novel initialization scheme for Fuzzy C-Means algorithm on color image segmentation
Applied Soft Computing
Color image segmentation using adaptive unsupervised clustering approach
Applied Soft Computing
A stochastic gravitational approach to feature based color image segmentation
Engineering Applications of Artificial Intelligence
Automated two-dimensional K-means clustering algorithm for unsupervised image segmentation
Computers and Electrical Engineering
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Image segmentation is the process by which an original image is partitioned into some homogeneous regions. In this paper, a novel multiresolution color image segmentation (MCIS) algorithm which uses Markov random fields (MRF's) is proposed. The proposed approach is a relaxation process that converges to the MAP (maximum a posteriori) estimate of the segmentation. The quadtree structure is used to implement the multiresolution framework, and the simulated annealing technique is employed to control the splitting and merging of nodes so as to minimize an energy function and therefore, maximize the MAP estimate. The multiresolution scheme enables the use of different dissimilarity measures at different resolution levels. Consequently, the proposed algorithm is noise resistant. Since the global clustering information of the image is required in the proposed approach, the scale space filter (SSF) is employed as the first step. The multiresolution approach is used to refine the segmentation. Experimental results of both the synthesized and real images are very encouraging. In order to evaluate experimental results of both synthesized images and real images quantitatively, a new evaluation criterion is proposed and developed.