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Notice of Retraction: Study on Texture Information Extraction and Application of SPOT5 Basing on Wavelet Transform
- Source :
- 2010 2nd International Conference on Information Engineering and Computer Science.
- Publication Year :
- 2010
- Publisher :
- IEEE, 2010.
-
Abstract
- In this paper, the method of texture information extraction based on wavelet transform is discussed in detail, then the Principle Component Analysis(PCA) is performed to SPOT5 image, using software MATLAB, the texture information extraction of the first principle component basing on wavelet transform is completed, and two type of texture information are achieved, they are mean texture image and standard deviation texture image. Through analysis of the texture information and band combinations, the selected bands with texture information are used in classification, the method of Maximum Likelihood Classification is executed in the study, comparing to the applying the spectral information only, the overall accuracy raises from 67.3% to 81.9%, and the kappa index raises from 0.676 to 0.764 when using texture information. The result showed that classification overall accuracy and kappa index are all improved in the study.
- Subjects :
- business.industry
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Wavelet transform
Pattern recognition
computer.software_genre
Texture (geology)
Standard deviation
Information extraction
Computer Science::Graphics
Wavelet
Software
Image texture
Computer Science::Computer Vision and Pattern Recognition
Principal component analysis
Computer vision
Artificial intelligence
business
computer
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2010 2nd International Conference on Information Engineering and Computer Science
- Accession number :
- edsair.doi...........6b01337b084c68ef39b9fe9327722e3e