Principles of artificial intelligence
Principles of artificial intelligence
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
A hybrid architecture for fuzzy connectionist expert systems
Hybrid architectures for intelligent systems
Region-based strategies for active contour models
International Journal of Computer Vision
Fuzzy sets and fuzzy logic: theory and applications
Fuzzy sets and fuzzy logic: theory and applications
A first course in fuzzy logic
Fuzzy set theory—and its applications (3rd ed.)
Fuzzy set theory—and its applications (3rd ed.)
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Self-organizing maps
Robust Visual Method for Assessing the Relative Performance of Edge-Detection Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
A new dichotomization technique to multilevel thresholding devoted to inspection applications
Pattern Recognition Letters
Computer vision and applications: a guide for students and practitioners
Computer vision and applications: a guide for students and practitioners
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Intelligent systems for engineers and scientists (2nd ed.)
Intelligent systems for engineers and scientists (2nd ed.)
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Hybrid Intelligent Systems
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
Empirical Evaluation Techniques in Computer Vision
Empirical Evaluation Techniques in Computer Vision
Fusion of Neural Networks, Fuzzy Sets, and Genetic Algorithms: Industrial Applications
Fusion of Neural Networks, Fuzzy Sets, and Genetic Algorithms: Industrial Applications
Digital Image Processing
Comparison of edge detector performance through use in an object recognition task
Computer Vision and Image Understanding - Special issue on empirical evaluation of computer vision algorithms
Color image segmentation using fuzzy C-means and eigenspace projections
Signal Processing
Goal-Directed Evaluation of Binarization Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Segmentation of ultrasound images by using a hybrid neural network
Pattern Recognition Letters
Hybrid Computational Intelligence Schemes in Complex Domains: An Extended Review
SETN '02 Proceedings of the Second Hellenic Conference on AI: Methods and Applications of Artificial Intelligence
The Performance Evaluation of Thresholding Algorithms for Optical character Recognition
ICDAR '97 Proceedings of the 4th International Conference on Document Analysis and Recognition
Neuro-Fuzzy Approach to the Segmentation of Psoriasis Images
Journal of VLSI Signal Processing Systems
Artificial Intelligence: A Modern Approach
Artificial Intelligence: A Modern Approach
Mean Shift Analysis and Applications
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory
Genetic Algorithms: Principles and Perspectives: A Guide to GA Theory
Image segmentation by three-level thresholding based on maximum fuzzy entropy and genetic algorithm
Pattern Recognition Letters
Astronomical image segmentation by self-organizing neural networks and wavelets
Neural Networks - 2003 Special issue: Neural network analysis of complex scientific data: Astronomy and geosciences
ICIG '04 Proceedings of the Third International Conference on Image and Graphics
Perceptrons: An Introduction to Computational Geometry
Perceptrons: An Introduction to Computational Geometry
Segmentation of medical images using a genetic algorithm
Proceedings of the 8th annual conference on Genetic and evolutionary computation
The Image Processing Handbook, Fifth Edition (Image Processing Handbook)
The Image Processing Handbook, Fifth Edition (Image Processing Handbook)
Digital Image Processing: PIKS Scientific Inside
Digital Image Processing: PIKS Scientific Inside
Image Processing, Analysis, and Machine Vision
Image Processing, Analysis, and Machine Vision
Region-based fit of color homogeneity measures for fuzzy image segmentation
Fuzzy Sets and Systems
An incremental neural network for tissue segmentation in ultrasound images
Computer Methods and Programs in Biomedicine
A unified framework for image compression and segmentation by using an incremental neural network
Expert Systems with Applications: An International Journal
Computer Methods and Programs in Biomedicine
Document page segmentation using neuro-fuzzy approach
Applied Soft Computing
Genetic Algorithm and Region Growing Based Road Detection in SAR Images
ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 04
Maximum Variance Image Segmentation Based on Improved Genetic Algorithm
SNPD '07 Proceedings of the Eighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing - Volume 02
A hierarchical genetic algorithm for segmentation of multi-spectral human-brain MRI
Expert Systems with Applications: An International Journal
Computer Vision and Image Understanding
Medical Image Segmentation Using K-Means Clustering and Improved Watershed Algorithm
SSIAI '06 Proceedings of the 2006 IEEE Southwest Symposium on Image Analysis and Interpretation
Tissue segmentation in ultrasound images by using genetic algorithms
Expert Systems with Applications: An International Journal
Region-Based Hierarchical Image Matching
International Journal of Computer Vision
Image segmentation evaluation: A survey of unsupervised methods
Computer Vision and Image Understanding
Computer Methods and Programs in Biomedicine
A hierarchical evolutionary algorithm for automatic medical image segmentation
Expert Systems with Applications: An International Journal
A hybrid model using genetic algorithm and neural network for classifying garment defects
Expert Systems with Applications: An International Journal
Application of an Improved Genetic Algorithm in Image Segmentation
CSSE '08 Proceedings of the 2008 International Conference on Computer Science and Software Engineering - Volume 03
MR Image Segmentation Based On Fuzzy C-Means Clustering and the Level Set Method
FSKD '08 Proceedings of the 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery - Volume 01
A Region-Based Image Segmentation Approach with KMC Algorithm of Automatic Determination K
ICICTA '08 Proceedings of the 2008 International Conference on Intelligent Computation Technology and Automation - Volume 02
Mean-shift-based color segmentation of images containing green vegetation
Computers and Electronics in Agriculture
A Scalable Framework For Segmenting Magnetic Resonance Images
Journal of Signal Processing Systems
Novel modified fuzzy c-means algorithm with applications
Digital Signal Processing
Principles of Artificial Neural Networks
Principles of Artificial Neural Networks
Review article: Local adaptive receptive field self-organizing map for image color segmentation
Image and Vision Computing
Region-based Deformable Net for automatic color image segmentation
Image and Vision Computing
Graphs, Networks and Algorithms
Graphs, Networks and Algorithms
Image Segmentation Using Possibilistic C Means Based on Particle Swarm Optimization
GCIS '09 Proceedings of the 2009 WRI Global Congress on Intelligent Systems - Volume 01
Modeling Uncertainty with Fuzzy Logic: With Recent Theory and Applications
Modeling Uncertainty with Fuzzy Logic: With Recent Theory and Applications
International Journal of Approximate Reasoning
Engineering Applications of Artificial Intelligence
Image thresholding using type II fuzzy sets
Pattern Recognition
Adaptive fuzzy color segmentation with neural network for road detections
Engineering Applications of Artificial Intelligence
Computers in Biology and Medicine
Fuzzy morphology for edge detection and segmentation
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Automatic fuzzy-neural based segmentation of microscopic cell images
MDA'06/07 Proceedings of the 2007 international conference on Advances in mass data analysis of signals and images in medicine biotechnology and chemistry
Engineering Applications of Artificial Intelligence
Effective fuzzy c-means based kernel function in segmenting medical images
Computers in Biology and Medicine
A non-local fuzzy segmentation method: Application to brain MRI
Pattern Recognition
A novel kernelized fuzzy C-means algorithm with application in medical image segmentation
Artificial Intelligence in Medicine
An adaptive neuro-fuzzy system for automatic image segmentation and edge detection
IEEE Transactions on Fuzzy Systems
Automatic segmentation of non-enhancing brain tumors in magnetic resonance images
Artificial Intelligence in Medicine
A fast Hough transform for segment detection
IEEE Transactions on Image Processing
Hi-index | 0.00 |
Image segmentation is a fundamental process employed in many applications of pattern recognition, video analysis, computer vision and image understanding in order to allow further image content exploitation in an efficient way. It is often used to partition an image into separate regions. As recent trends in image segmentation show, the use of artificial and/or computational intelligence (AI and/or CI) techniques has become more popular as an alternative to the conventional techniques. In this paper, we present an extensive and comprehensive review of the image processing area for advanced researchers. This study introduces the theoretical fundamentals of image segmentation using AI and/or CI techniques based on fuzzy logic (FL), genetic algorithm (GA) and artificial neural networks (ANN). Besides, this snrvey examines the applications of these techniques in different image segmentation areas. In the literature, these techniques are used as an interpretation tool for segmentation. In our study, these tools are focused on because of their capabilities, such as robnstness, segmentation accuracy and low computational costs. Moreover, we review 56 remarkable studies from the last decade (i.e., the years between 2001 and 2010), which involve different image segmentation approaches using FL, GAs, ANNs and hybrid intelligent systems (HISs). In our state-of-the-art survey, the comparison of the reviewed papers in related categories is made based on both the corresponding properties of segmentation as well as performance evaluation of the related method proposed in a given reviewed paper. The results and recent trends are also discussed.