DocumentCode
3406330
Title
Recognition of stratiform clouds based on texture features
Author
Ting-Cui, Wen ; Yang, Ling ; Yuan-Xie, Ming ; Ling, Feng ; Yi Jun-Zhang ; Can-Liu, Wen
Author_Institution
Chengdu Univ. of Inf. Technol., Chengdu, China
fYear
2010
fDate
24-28 Oct. 2010
Firstpage
861
Lastpage
864
Abstract
Cloud is the basis of precipitation, and the precipitation caused by stratiform clouds is wide-scale and continuous, which exerts an important impact on agriculture, navigation, spaceflight and so on. At present, there is no mature specific equipment or technology internationally to automatically recognize the cloud form. By extracting the cloud area and using the Gabor filter to extract the texture feature value. This paper uses support vector machine to identify the stratiform clouds, and analyzed and compared the various parameters of the support vector machine. By computer simulation, it shows that identification of stratiform clouds based on texture features extracted by Gabor with support vector machines has a high recognition rate.
Keywords
Gabor filters; feature extraction; support vector machines; Gabor filter; stratiform cloud recognition; support vector machine; texture feature extraction; Clouds; Feature extraction; Frequency domain analysis; Gabor filters; Image recognition; Kernel; Support vector machines; Stratiform clouds; Support Vector Machine(SVM); gabor texture feature; texture analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4244-5897-4
Type
conf
DOI
10.1109/ICOSP.2010.5655957
Filename
5655957
Link To Document