Optimal superpixel selection for hyperspectral image classification of limited training samples
文献类型:期刊论文
作者 | Wang, Wenning1,2,3; Liu, Xuebin2; Mou, Xuanqin3 |
刊名 | INTERNATIONAL JOURNAL OF REMOTE SENSING |
出版日期 | 2021-12-02 |
卷号 | 42期号:23页码:9059-9075 |
ISSN号 | 0143-1161;1366-5901 |
DOI | 10.1080/01431161.2021.1988184 |
产权排序 | 1 |
英文摘要 | The hyperspectral image (HSI) classification method based on superpixel segmentation can solve the HSI classification problem of limited training samples. The proposed method improves the classification accuracy of each test sample by selecting the optimal superpixel for it and then extracting classification features. First, an HSI is segmented into superpixels with different scales. Subsequently, we propose an optimal superpixel evaluation method that selects the optimal superpixel for each sample in the HSI to extract classification feature. Lastly, the optimal superpixel is selected for each training sample to augment the training samples and improve the accuracy of the classifier. Experiments on two datasets indicate that the proposed method can effectively improve the classification accuracy of HSIs with limited training samples. |
语种 | 英语 |
出版者 | TAYLOR & FRANCIS LTD |
WOS记录号 | WOS:000711679400001 |
源URL | [http://ir.opt.ac.cn/handle/181661/95265] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Wang, Wenning |
作者单位 | 1.Shandong Agr Univ, Sch Informat Sci & Engn, Tai An, Shandong, Peoples R China 2.Chinese Acad Sci, Key Lab Spectral Imaging Technol, Xian Inst Opt & Precis Mech, Xian, Peoples R China 3.Xi An Jiao Tong Univ, Fac Elect & Informat Engn, Xian, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Wenning,Liu, Xuebin,Mou, Xuanqin. Optimal superpixel selection for hyperspectral image classification of limited training samples[J]. INTERNATIONAL JOURNAL OF REMOTE SENSING,2021,42(23):9059-9075. |
APA | Wang, Wenning,Liu, Xuebin,&Mou, Xuanqin.(2021).Optimal superpixel selection for hyperspectral image classification of limited training samples.INTERNATIONAL JOURNAL OF REMOTE SENSING,42(23),9059-9075. |
MLA | Wang, Wenning,et al."Optimal superpixel selection for hyperspectral image classification of limited training samples".INTERNATIONAL JOURNAL OF REMOTE SENSING 42.23(2021):9059-9075. |
入库方式: OAI收割
来源:西安光学精密机械研究所
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