Texture discrimination by Gabor functions
Biological Cybernetics
Unsupervised texture segmentation using Gabor filters
Pattern Recognition
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Representation Using 2D Gabor Wavelets
IEEE Transactions on Pattern Analysis and Machine Intelligence
Filtering for Texture Classification: A Comparative Study
IEEE Transactions on Pattern Analysis and Machine Intelligence
Empirical evaluation of dissimilarity measures for color and texture
Computer Vision and Image Understanding - Special issue on empirical evaluation of computer vision algorithms
Rotation invariant texture classification using even symmetric Gabor filters
Pattern Recognition Letters
Outex - New Framework for Empirical Evaluation of Texture Analysis Algorithms
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
Perceptual Metrics for Image Database Navigation
Perceptual Metrics for Image Database Navigation
Classification Method for Colored Natural Textures Using Gabor Filtering
ICIAP '03 Proceedings of the 12th International Conference on Image Analysis and Processing
Effects of Different Gabor Filter Parameters on Image Retrieval by Texture
MMM '04 Proceedings of the 10th International Multimedia Modelling Conference
Performance Study of Gabor Filters and Rotation Invariant Gabor Filters
MMM '05 Proceedings of the 11th International Multimedia Modelling Conference
Design and Analysis of Experiments
Design and Analysis of Experiments
Comparison and fusion of multiresolution features for texture classification
Pattern Recognition Letters
Shiftable multiscale transforms
IEEE Transactions on Information Theory - Part 2
Nonlinear operator for oriented texture
IEEE Transactions on Image Processing
Design-based texture feature fusion using Gabor filters and co-occurrence probabilities
IEEE Transactions on Image Processing
Plant Leaf Identification Using Multi-scale Fractal Dimension
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Evaluation of the Texture Analysis Using Spectral Correlation Function
Fundamenta Informaticae
Filter Banks for Hyperspectral Pixel Classification of Satellite Images
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Scale Analysis of Several Filter Banks for Color Texture Classification
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Recent advances in face biometrics with Gabor wavelets: A review
Pattern Recognition Letters
Medical image retrieval based on complexity analysis
Machine Vision and Applications
Texture classification through combination of sequential colour texture classifiers
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Plant leaf identification using color and multi-scale fractal dimension
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Analysis of variance of Gabor filter banks parameters for optimal face recognition
Pattern Recognition Letters
Rotation-invariant texture features from the steered Hermite transform
Pattern Recognition Letters
Entropy of gabor filtering for image quality assessment
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
A new wood recognition method based on gabor entropy
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Automatic classification of granite tiles through colour and texture features
Expert Systems with Applications: An International Journal
A new fuzzy segmentation approach based on S-FCM type 2 using LBP-GCO features
Image Communication
Contextual modulation via low-level vision processing
Image and Vision Computing
Evaluation of the Texture Analysis Using Spectral Correlation Function
Fundamenta Informaticae
Learning with infinitely many features
Machine Learning
A sequential machine vision procedure for assessing paper impurities
Computers in Industry
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Gabor filtering is a widely adopted technique for texture analysis. The design of a Gabor filter bank is a complex task. In texture classification, in particular, Gabor filters show a strong dependence on a certain number of parameters, the values of which may significantly affect the outcome of the classification procedures. Many different approaches to Gabor filter design, based on mathematical and physiological consideration, are documented in literature. However, the effect of each parameter, as well as the effects of their interaction, remain unclear. The overall aim of this work is to investigate the effects of Gabor filter parameters on texture classification. An extensive experimental campaign has been conducted. The outcomes of the experimental activity show a significant dependence of the percentage of correct classification on the smoothing parameter of the Gabor filters. On the contrary, the correlation between the number of frequencies and orientations used to define a filter bank and the percentage of correct classification appeared to be poor.