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 :
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