Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Small Sample Size Effects in Statistical Pattern Recognition: Recommendations for Practitioners
IEEE Transactions on Pattern Analysis and Machine Intelligence
Surface Reflection: Physical and Geometrical Perspectives
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Spectrum
Floating search methods in feature selection
Pattern Recognition Letters
A survey of automated visual inspection
Computer Vision and Image Understanding
A fast thresholding selection procedure for multimodal and unimodal histograms
Pattern Recognition Letters
Feature Selection: Evaluation, Application, and Small Sample Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive floating search methods in feature selection
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Digital Image Processing
Image Processing, Analysis, and Machine Vision
Image Processing, Analysis, and Machine Vision
A study of cross-validation and bootstrap for accuracy estimation and model selection
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
3D Surface acquisition and reconstruction for inspection of raw steel products
Computers in Industry - Special issue: Machine vision
Fourier-Based Inspection of Free-Form Reflective Surfaces
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
3D surface acquisition and reconstruction for inspection of raw steel products
Computers in Industry
Visual surface inspection of scale-covered steel billets
CGIM '08 Proceedings of the Tenth IASTED International Conference on Computer Graphics and Imaging
Bayesian network classifiers versus selective k-NN classifier
Pattern Recognition
AEE'06 Proceedings of the 5th WSEAS international conference on Applications of electrical engineering
A multilevel information fusion approach for visual quality inspection
Information Fusion
Defect identification on specular machined surfaces
Machine Vision and Applications
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This paper presents a surface inspection prototype of an automatic system for precision ground metallic surfaces, in this case bearing rolls. The surface reflectance properties are modeled and verified with optical experiments. The aim being to determine the optical arrangement for illumination and observation, where the contrast between errors and intact surface is maximized. A new adaptive threshold selection algorithm for segmentation is presented. Additionally, is included an evaluation of a large number of published sequential search algorithms for selection of the best subset of features for the classification with a comparison of their computational requirements. Finally, the results of classification for 540 flaw images are presented.