IEECAS OpenIR  > 黄土与第四纪地质国家重点实验室(2010~)
Target detection of hyperspectral image based on spectral saliency
Zhang, XR (Zhang, Xiaorong)1,1,2; Pan, ZB (Pan, Zhibin)1; Hu, BL (Hu, Bingliang)2; Zheng, X (Zheng, Xi)3; Liu, WH (Liu, Weihua)2
2019-02-07
Source PublicationIET IMAGE PROCESSING
Volume13Issue:2Pages:316-322
Contribution Rank4
AbstractTarget detection of hyperspectral image (HSI) is a research hotspot in the field of remote sensing. It is of particular importance in many domains, especially in military application. Unsupervised target detection is usually more difficult because there is no prior information about target. Traditional algorithms exploit spectral information, only. This study introduces the idea of saliency detection from the visual technique into HSI processing domain and proposes a novel approach named spectral saliency target detection (SSD). It establishes a novel salient model, which utilises both spatial saliency and spectral saliency. In the framework of SSD, it combines the model with spectral matching algorithm to make it perform well even in situations where the target is concealed and small. A HSI set comprised of eight different scenes with complex background is setup to evaluate the performance of the proposed algorithm. The final visible detection results demonstrate that the SSD algorithm outperforms the others. The receiver operation characteristic (ROC) curve and area under the ROC curve are applied to evaluate the results. The proposed algorithm shows superior and stable performance.
Keywordhyperspectral imaging object detection remote sensing geophysical image processing hyperspectral image remote sensing unsupervised target detection spectral saliency target detection HSI set spectral matching algorithm SSD algorithm
Indexed BySCI ; SCIE
Language英语
Document Type期刊论文
Identifierhttp://ir.ieecas.cn/handle/361006/10955
Collection黄土与第四纪地质国家重点实验室(2010~)
Affiliation1.Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Shaanxi, Peoples R China;
2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China;
3.Chinese Acad Sci, Inst Earth Environm, Xian 710061, Shaanxi, Peoples R China
Recommended Citation
GB/T 7714
Zhang, XR ,Pan, ZB ,Hu, BL ,et al. Target detection of hyperspectral image based on spectral saliency[J]. IET IMAGE PROCESSING,2019,13(2):316-322.
APA Zhang, XR ,Pan, ZB ,Hu, BL ,Zheng, X ,&Liu, WH .(2019).Target detection of hyperspectral image based on spectral saliency.IET IMAGE PROCESSING,13(2),316-322.
MLA Zhang, XR ,et al."Target detection of hyperspectral image based on spectral saliency".IET IMAGE PROCESSING 13.2(2019):316-322.
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