Automated Inspection of Textile Fabrics Using Textural Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
C4.5: programs for machine learning
C4.5: programs for machine learning
Combining the results of several neural network classifiers
Neural Networks
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Hierarchical classification of surface defects on dusty wood boards
Pattern Recognition Letters
Machine Learning
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Machine Learning
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
Advanced Methods in Neural Computing
Advanced Methods in Neural Computing
Texture Defect Detection Using Invariant Textural Features
Proceedings of the 23rd DAGM-Symposium on Pattern Recognition
An Adaptive Texture and Shape Based Defect Classification
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 1 - Volume 1
Feature Selection Algorithms: A Survey and Experimental Evaluation
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
A Two-Stage-Classifier for Defect Classification in Optical Media Inspection
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
An introduction to variable and feature selection
The Journal of Machine Learning Research
On-Line Selection of Discriminative Tracking Features
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Combining Pattern Classifiers: Methods and Algorithms
Combining Pattern Classifiers: Methods and Algorithms
Comparative Evaluation of Texture Analysis Algorithms for Defect Inspection of Textile Products
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
A Bayesian Approach to Joint Feature Selection and Classifier Design
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Tracking with Adaptive Feature Selection
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
On-line machine vision system for detect split defects in sheet-metal forming processes
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Improving Nearest Neighbor Classifier Using Tabu Search and Ensemble Distance Metrics
ICDM '06 Proceedings of the Sixth International Conference on Data Mining
Adaptive surface inspection via interactive evolution
Image and Vision Computing
Extensions of vector quantization for incremental clustering
Pattern Recognition
A Branch and Bound Algorithm for Feature Subset Selection
IEEE Transactions on Computers
Top 10 algorithms in data mining
Knowledge and Information Systems
A framework for image classification
SSIAI '06 Proceedings of the 2006 IEEE Southwest Symposium on Image Analysis and Interpretation
International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
Feature Extraction & Image Processing, Second Edition
Feature Extraction & Image Processing, Second Edition
Increasing classification robustness with adaptive features
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
A novel feature selection based semi-supervised method for image classification
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Feature selection for retrieval purposes
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
No free lunch theorems for optimization
IEEE Transactions on Evolutionary Computation
FLEXFIS: A Robust Incremental Learning Approach for Evolving Takagi–Sugeno Fuzzy Models
IEEE Transactions on Fuzzy Systems
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
On-line incremental feature weighting in evolving fuzzy classifiers
Fuzzy Sets and Systems
Dynamic detection of nuclear reactor core incident
Signal Processing
Machine learning based analysis of gender differences in visual inspection decision making
Information Sciences: an International Journal
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In this paper, we present a framework for the classification of images in surface inspection tasks and address several key aspects of the processing chain from the original image to the final classification result. A major contribution of this paper is a quantitative assessment of how incorporating adaptivity into the feature calculation, the feature pre-processing, and into the classifiers themselves, influences the final image classification performance. Hereby, results achieved on a range of artificial and real-world test data from applications in printing, die-casting, metal processing and food production are presented.