Low-level segmentation of aerial images with fuzzy clustering
IEEE Transactions on Systems, Man and Cybernetics
Unsupervised Optimal Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Validity Measure for Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
A clustering algorithm using an evolutionary programming-based approach
Pattern Recognition Letters
A Robust Competitive Clustering Algorithm With Applications in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACM Computing Surveys (CSUR)
Clustering by Scale-Space Filtering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Modified Version of the K-Means Algorithm with a Distance Based on Cluster Symmetry
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evolution and Optimum Seeking: The Sixth Generation
Evolution and Optimum Seeking: The Sixth Generation
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
On Clustering Validation Techniques
Journal of Intelligent Information Systems
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 1
Improving fuzzy c-means clustering based on feature-weight learning
Pattern Recognition Letters
Two improved differential evolution schemes for faster global search
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Computational Intelligence: Principles, Techniques and Applications
Computational Intelligence: Principles, Techniques and Applications
Pattern Recognition, Fourth Edition
Pattern Recognition, Fourth Edition
Partially supervised clustering for image segmentation
Pattern Recognition
Clustering with a genetically optimized approach
IEEE Transactions on Evolutionary Computation
Fuzzy clustering with partial supervision
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Performance evaluation of density-based clustering methods
Information Sciences: an International Journal
An empirical analysis of colour image segmentation using fuzzy c-means clustering
International Journal of Knowledge Engineering and Soft Data Paradigms
Dialectical non-supervised image classification
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Kernel-induced fuzzy clustering of image pixels with an improved differential evolution algorithm
Information Sciences: an International Journal
A 2-Opt based differential evolution for global optimization
Applied Soft Computing
An improved FCM algorithm for image segmentation
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Efficiency issues of evolutionary k-means
Applied Soft Computing
Differential evolution algorithm with ensemble of parameters and mutation strategies
Applied Soft Computing
Computers and Industrial Engineering
Expert Systems with Applications: An International Journal
Random lines: a novel population set-based evolutionary global optimization algorithm
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Enhancing the search ability of differential evolution through orthogonal crossover
Information Sciences: an International Journal
DBCAMM: A novel density based clustering algorithm via using the Mahalanobis metric
Applied Soft Computing
Gene transposon based clone selection algorithm for automatic clustering
Information Sciences: an International Journal
Semi supervised clustering: a pareto approach
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
A novel differential evolution algorithm with adaptive of population topology
ICICA'12 Proceedings of the Third international conference on Information Computing and Applications
Volterra kernel based face recognition using artificial bee colonyoptimization
Engineering Applications of Artificial Intelligence
Color image quantization algorithm based on self-adaptive differential evolution
Computational Intelligence and Neuroscience
Multi-level image thresholding by synergetic differential evolution
Applied Soft Computing
Engineering Applications of Artificial Intelligence
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This article proposes an evolutionary-fuzzy clustering algorithm for automatically grouping the pixels of an image into different homogeneous regions. The algorithm does not require a prior knowledge of the number of clusters. The fuzzy clustering task in the intensity space of an image is formulated as an optimization problem. An improved variant of the differential evolution (DE) algorithm has been used to determine the number of naturally occurring clusters in the image as well as to refine the cluster centers. We report extensive performance comparison among the new method, a recently developed genetic-fuzzy clustering technique and the classical fuzzy c-means algorithm over a test suite comprising ordinary grayscale images and remote sensing satellite images. Such comparisons reveal, in a statistically meaningful way, the superiority of the proposed technique in terms of speed, accuracy and robustness.