JOURNAL ARTICLE

Color texture classification using wavelet transform

Abstract

Texture and color are two very important attributes in image analysis. While the color information describes the first order image properties, the texture generally describes second order property of surfaces and scenes, measured over image intensities. The need to include color aspect in texture analysis is being felt increasingly. The important aspect is, the way in which the chromatic information is involved in the formation and description of a texture. This paper describes an algorithm for classifying color textures using wavelet transform. Wavelet transform is useful for extracting texture features of images. A set of features are derived and color texture classification is done for different combination of the features and for different color models. The results obtained are found to be satisfactory.

Keywords:
Artificial intelligence Computer vision Wavelet transform Pattern recognition (psychology) Image texture Texture (cosmology) Texture filtering Computer science Chromatic scale Wavelet Color image Texture compression Color histogram Mathematics Image (mathematics) Image processing

Metrics

19
Cited By
1.42
FWCI (Field Weighted Citation Impact)
27
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry

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