2002 · 26 citations · 8 references
ComputingComputer ScienceComputer VisionFeature EngineeringImage InterpretationDigital Image ProcessingFeature DetectionImage ClassificationImage Feature EngineeringImage TextureTexture AnalysisTexture ClassificationTexture Feature ExtractionTexture FeaturesTexture RecognitionWavelet FeaturesWavelet-based Texture Analysis
The successful use of t he wavelet t ransform in the field o f t exture analysis has been well documented in literature. Simple e nergy features, as well as first and second-order s tatistics of t he wavelet coefficients, have both b een u sed successfully for this purpose. It i s our conjecture that analysing the image with more than one wavelet will provide additional i nformation abou t t he texture, thus improving classification rates. Experimental evidence supports this theory, showing that f or s imple e nergy features error r ates are halved when multiple wavelets are employed.
8
Textures: A Photographic Album for Artists and Designers
Irwin Hersey, Phil Brodatz · Leonardo · 1968 · 2.7K citations
Unsupervised texture segmentation using Gabor filters
Anil K. Jain, F. Farrokhnia · Pattern Recognition · 1991 · 2.1K citations
Experiments in the Visual Perception of Texture
Béla Julesz · Scientific American · 1975 · 583 citations