Multidimensional data clustering utilizing hybrid search strategies
Pattern Recognition
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Introduction to the theory of neural computation
Introduction to the theory of neural computation
A new clustering algorithm with multiple runs of iterative procedures
Pattern Recognition
Digital image processing (2nd ed.)
Digital image processing (2nd ed.)
Picture Segmentation by a Tree Traversal Algorithm
Journal of the ACM (JACM)
Image retrieval by color semantics
Multimedia Systems - Special issue on video content based retrieval
ACM Computing Surveys (CSUR)
A New Pattern Representation Scheme Using Data Compression
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
Color texture segmentation using feature distributions
Pattern Recognition Letters
Expansive and Competitive Learning for Vector Quantization
Neural Processing Letters
Retrieval of Commercials by Semantic Content: The Semiotic Perspective
Multimedia Tools and Applications
WIRN VIETRI 2002 Proceedings of the 13th Italian Workshop on Neural Nets-Revised Papers
3D Wavelet Based Video Retrieval
ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition
Expansive and Competitive Neural Networks
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
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
Moving Object Segmentation Based on Human Visual Sensitivity
BMVC '00 Proceedings of the First IEEE International Workshop on Biologically Motivated Computer Vision
Computer Vision and Image Understanding
Image query by semantical color content
AVI '96 Proceedings of the workshop on Advanced visual interfaces
Principal components analysis competitive learning
Neural Computation
IEEE Transactions on Knowledge and Data Engineering
Color image segmentation by analysis of subset connectedness and color homogeneity properties
Computer Vision and Image Understanding
Combining competitive scheme with slack neurons to solve real-time job scheduling problem
Expert Systems with Applications: An International Journal
Facial feature extraction using complex dual-tree wavelet transform
Computer Vision and Image Understanding
Improved Production of Competitive Learning Rules with an Additional Term for Vector Quantization
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Fuzzy mode enhancement and detection for color image segmentation
Journal on Image and Video Processing - Color in Image and Video Processing
Color image segmentation using morphological clustering and fusion with automatic scale selection
Pattern Recognition Letters
Automatic classification of defects in an industrial environment
Proceedings of the 2009 conference on New Directions in Neural Networks: 18th Italian Workshop on Neural Networks: WIRN 2008
3D Volume Reconstruction and Biometric Analysis of Fetal Brain from MR Images
Computational Intelligence Methods for Bioinformatics and Biostatistics
Color image segmentation by analysis of subset connectedness and color homogeneity properties
Computer Vision and Image Understanding
Unsupervised colour image segmentation applied to printing quality assessment
Image and Vision Computing
Colour image segmentation using the self-organizing map and adaptive resonance theory
Image and Vision Computing
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
An N-parallel multivalued network: applications to the travelling salesman problem
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
Solving inequality constraints job scheduling problem by slack competitive neural scheme
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
A rough-fuzzy HSV color histogram for image segmentation
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Solving multiprocessor real-time system scheduling with enhanced competitive scheme
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Topological active nets for object-based image retrieval
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Lung field segmentation in digital postero-anterior chest radiographs
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
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
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Presents a color image segmentation method which divides the color space into clusters. Competitive learning is used as a tool for clustering the color space based on the least sum-of-squares criterion. We show that competitive learning converges to approximate the optimum solution based on this criterion, theoretically and experimentally. We apply this method to various color scenes and show its efficiency as a color image segmentation method. We also show the effects of using different color coordinates to be clustered, with some experimental results.