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Target detection of hyperspectral image based on spectral saliency
Zhang, Xiaorong1,2,3; Pan, Zhibin1; Hu, Bingliang3; Zheng, Xi4; Liu, Weihua3
Department光谱成像技术实验室
2019
Source PublicationIET IMAGE PROCESSING
ISSN1751-9659;1751-9667
Volume13Issue:2Pages:316-322
Contribution Rank1
Abstract

Target 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
DOI10.1049/iet-ipr.2017.1173
Indexed BySCI ; EI
Language英语
WOS IDWOS:000459477400011
PublisherINST ENGINEERING TECHNOLOGY-IET
EI Accession Number20190906561908
Citation statistics
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/31167
Collection光谱成像技术实验室
Corresponding AuthorZhang, Xiaorong
Affiliation1.Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Shaanxi, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100039, Peoples R China
3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China
4.Chinese Acad Sci, Inst Earth Environm, Xian 710061, Shaanxi, Peoples R China
Recommended Citation
GB/T 7714
Zhang, Xiaorong,Pan, Zhibin,Hu, Bingliang,et al. Target detection of hyperspectral image based on spectral saliency[J]. IET IMAGE PROCESSING,2019,13(2):316-322.
APA Zhang, Xiaorong,Pan, Zhibin,Hu, Bingliang,Zheng, Xi,&Liu, Weihua.(2019).Target detection of hyperspectral image based on spectral saliency.IET IMAGE PROCESSING,13(2),316-322.
MLA Zhang, Xiaorong,et al."Target detection of hyperspectral image based on spectral saliency".IET IMAGE PROCESSING 13.2(2019):316-322.
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