Filtering for Texture Classification: A Comparative Study
IEEE Transactions on Pattern Analysis and Machine Intelligence
Composition analyzer: computer supported composition analysis of masterpieces
C&C '99 Proceedings of the 3rd conference on Creativity & cognition
Geodesic Active Regions and Level Set Methods for Supervised Texture Segmentation
International Journal of Computer Vision
The Poisson equation for image texture modelling
Pattern Recognition Letters
Variance and autocovariance filters for flexible and efficient texture assessment
Machine Graphics & Vision International Journal
Wavelet transform-based locally orderless images for texture segmentation
Pattern Recognition Letters
Evolutionary Gabor Filter Optimization with Application to Vehicle Detection
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Digital image processing techniques for automatic textile quality control
Systems Analysis Modelling Simulation - Special issue: Digital signal processing and control
Efficient edge detection and object segmentation using Gabor filters
ACM-SE 42 Proceedings of the 42nd annual Southeast regional conference
On the Choice of Band-Pass Quadrature Filters
Journal of Mathematical Imaging and Vision
Learning to detect texture objects by artificial immune approaches
Future Generation Computer Systems - Special issue: Geocomputation
Structure-Texture Image Decomposition--Modeling, Algorithms, and Parameter Selection
International Journal of Computer Vision
Texture classification using Gabor wavelets based rotation invariant features
Pattern Recognition Letters
Texture classification using Gabor wavelets based rotation invariant features
Pattern Recognition Letters
Fast and active texture segmentation based on orientation and local variance
Journal of Visual Communication and Image Representation
A low-power integrated smart sensor with on-chip real-time image processing capabilities
EURASIP Journal on Applied Signal Processing
Optimized multichannel filter bank with flat frequency response for texture segmentation
EURASIP Journal on Applied Signal Processing
Texture analysis of proximal femur radiographs for osteoporosis assessment
ICECS'03 Proceedings of the 2nd WSEAS International Conference on Electronics, Control and Signal Processing
Fully Automatic Heart Beat Rate Determination in Digital Video Recordings of Rat Embryos
MDA '08 Proceedings of the 3rd international conference on Advances in Mass Data Analysis of Images and Signals in Medicine, Biotechnology, Chemistry and Food Industry
An enhanced memetic differential evolution in filter design for defect detection in paper production
Evolutionary Computation
Recycled paper visual indexing for quality control
Expert Systems with Applications: An International Journal
Functionally Layered Video Coding for Water Level Monitoring
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Specific and Class Object Recognition for Service Robots through Autonomous and Interactive Methods
IEICE - Transactions on Information and Systems
Computers & Mathematics with Applications
Trajectory representation using Gabor features for motion-based video retrieval
Pattern Recognition Letters
A Memetic Differential Evolution in Filter Design for Defect Detection in Paper Production
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Towards a computer-aided diagnosis system for vocal cord diseases
Artificial Intelligence in Medicine
Multi-scale feature identification using evolution strategies
Image and Vision Computing
Bidimensional empirical mode decomposition modified for texture analysis
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Medical image retrieval based on complexity analysis
Machine Vision and Applications
Texture based prelens tear film segmentation in interferometry images
Machine Vision and Applications
Feature extraction and face verification using Gabor and Gaussian mixture models
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Recognition of household objects by service robots through interactive and autonomous methods
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
A pupil localization algorithm based on adaptive Gabor filtering and negative radial symmetry
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Texture-based filtering and front-propagation techniques for the segmentation of ultrasound images
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Optimal Gabor filters and Haralick features for the industrial polarization imaging
MIRAGE'11 Proceedings of the 5th international conference on Computer vision/computer graphics collaboration techniques
Local feature saliency for texture representation
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
A fully Bayesian model based on reversible jump MCMC and finite Beta mixtures for clustering
Expert Systems with Applications: An International Journal
Image segmentation using local spectral histograms and linear regression
Pattern Recognition Letters
Structure-Texture decomposition by a TV-Gabor model
VLSM'05 Proceedings of the Third international conference on Variational, Geometric, and Level Set Methods in Computer Vision
Gabor filter-based texture features to archaeological ceramic materials characterization
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
An image-based approach for stochastic volumetric and procedural details
EGSR'10 Proceedings of the 21st Eurographics conference on Rendering
Journal of Visual Communication and Image Representation
Privacy-preserving screen capture: Towards closing the loop for health IT usability
Journal of Biomedical Informatics
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Texture segmentation involves subdividing an image into differently textured regions. Many texture segmentation schemes are based on a filter-bank model, where the filters, called Gabor filters, are derived from Gabor elementary functions. The goal is to transform texture differences into detectable filter-output discontinuities at texture boundaries. By locating these discontinuities, one can segment the image into differently textured regions. Distinct discontinuities occur, however, only if the Gabor filter parameters are suitably chosen. Some previous analysis has shown how to design filters for discriminating simple textures. Designing filters for more general natural textures, though, has largely been done ad hoc. We have devised a more rigorously based method for designing Gabor filters. It assumes that an image contains two different textures and that prototype samples of the textures are given a priori. We argue that Gabor filter outputs can be modeled as Rician random variables (often approximated well as Gaussian rv's) and develop a decision-theoretic algorithm for selecting optimal filter parameters. To improve segmentations for difficult texture pairs, we also propose a multiple-filter segmentation scheme, motivated by the Rician model. Experimental results indicate that our method is superior to previous methods in providing useful Gabor filters for a wide range of texture pairs