Texture discrimination by Gabor functions
Biological Cybernetics
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer rendering of stochastic models
Communications of the ACM
Singularity detection and processing with wavelets
IEEE Transactions on Information Theory - Part 2
On the selection of an optimal wavelet basis for texture characterization
IEEE Transactions on Image Processing
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It has been demonstrated previously that isotropy of wavelets is advantageous for the detection of pointwise singularities. The influence of the isotropy is studied here for a broader class of operators. We compare Gabor filters which provide a relatively high directionality, the spherical wavelet and the Mexican Hat function which is isotropic. From experiments on different backgrounds and with defects of varying size, we observe a clear influence of sphericity on the detection of small singularities.