Study of Cloud-Type Recognition Based on Multi-Class Features

来源 :第八届全国优秀青年气象科技工作者学术研讨会 | 被引量 : 0次 | 上传用户:wblovell
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  According to changeability of cloud, cloud-type recognition was primarily based on single-class feature in previous papers which was restricted to a certain degree.A set of features describing the color, texture as well as the shape features were extracted, then the shape and texture features combination methods were discussed.Here Gray-level co-occurrence matrix(GLCM) and Gabor wavelet transform based texture features and Zemikc moment based shape features were combined, then support vector machine (SVM) was employed to recognize cloud-type.Experimental results showed that the correct recognition rates of altocumulus, cirrus, clear, cumulus and stratus were improved significantly, with the average recognition rate of 88.6%, and clear sky and stratuss recognition rate of 100%.
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