Shape From Texture: Integrating Texture-Element Extraction and Surface Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A review of recent texture segmentation and feature extraction techniques
CVGIP: Image Understanding
Texture Segmentation Using Fractal Dimension
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Texture Segmentation in a Deterministic Annealing Framework
IEEE Transactions on Pattern Analysis and Machine Intelligence
Filtering for Texture Classification: A Comparative Study
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
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture Similarity Measure Using Kullback-Leibler Divergence between Gamma Distributions
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Non-parametric Similarity Measures for Unsupervised Texture Segmentation and Image Retrieval
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Edge Flow: A Framework of Boundary Detection and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Analysis of Irregularly Shaped Texture Regions: A Comparative Study
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 3
A novel extended local-binary-pattern operator for texture analysis
Information Sciences: an International Journal
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Gabor-based texture classification through efficient prototype selection VIA normalized cut
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Application-independent feature selection for texture classification
Pattern Recognition
Multiple classifier systems in texton-based approach for the classification of CT images of lung
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
Scale selection for supervised image segmentation
Image and Vision Computing
Supervised texture classification using a novel compression-based similarity measure
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
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Pixel-based texture classifiers and segmenters typically combine texture feature extraction methods belonging to a same family. Each method is evaluated over square windows of the same size, which is chosen experimentally. This paper proposes a pixel-based texture classifier that integrates multiple texture feature extraction methods from different families, with each method being evaluated over multiple windows of different size. Experimental results show that this integration scheme leads to significantly better results than well-known supervised and unsupervised texture classifiers based on specific families of texture methods. A practical application to fabric defect detection is also presented.