Watersheds in Digital Spaces: An Efficient Algorithm Based on Immersion Simulations
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
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
Genetic Algorithms for Multiobjective Optimization: FormulationDiscussion and Generalization
Proceedings of the 5th International Conference on Genetic Algorithms
Fast and Robust Segmentation of Natural Color Scenes
ACCV '98 Proceedings of the Third Asian Conference on Computer Vision-Volume I - Volume I
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Color image segmentation using an enhanced Gradient Network Method
Pattern Recognition Letters
A comparative evaluation of interactive segmentation algorithms
Pattern Recognition
Interactive image segmentation by maximal similarity based region merging
Pattern Recognition
User-centric image segmentation using an interactive parameter adaptation tool
Pattern Recognition
Evolutionary image segmentation based on multiobjective clustering
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Image thresholding based on Pareto multiobjective optimization
Engineering Applications of Artificial Intelligence
An Evolutionary Approach to Multiobjective Clustering
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Adaptive perceptual color-texture image segmentation
IEEE Transactions on Image Processing
Monitoring the Formation of Kernel-Based Topographic Maps in a Hybrid SOM-kMER Model
IEEE Transactions on Neural Networks
Special issue: Computational intelligence models for image processing and information reasoning
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Computational intelligence models for image processing and information reasoning
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In this paper, a multi-objective image segmentation approach with an Interactive Evolutionary Computation IEC-based framework is presented. Two objectives, i.e., the overall deviation and the connectivity measure, are optimized simultaneously using a multi-objective evolutionary algorithm to generate parameters used for segmentation. In addition, an IEC framework to allow users to participate in the parameters optimization process directly is devised. To demonstrate the effectiveness of the proposed IEC-based multi-objective image segmentation approach, a series of experiments is conducted, and the results are compared with those from other segmentation methods. The outcomes ascertain that the proposed approach is effective, as it compares favorably with other classical approaches.