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Pan-sharpening based on geometric clustered neighbor embedding
Qingjie Liu; Yunhong Wang; Zhaoxiang Zhang
2014-09-26
发表期刊Optical Engineering
卷号53期号:9页码:1-16
摘要Utilizing an implicit nonparametric learning framework, a neighbor-embedding-based method is proposed to solve the remote-sensing pan-sharpening problem. First, the original high-resolution (HR) and downsampled panchromatic (Pan) images are used to train the high/low-resolution (LR) patch pair dictionaries. Based on the perspective of locally linear embedding, patches in LR and HR images form manifolds with similar local intrinsic structure in the corresponding feature space. Every patch in each multispectral (MS) image band is modeled by its KK nearest neighbors in the patch set generated from the LR Pan image, and this model can be generalized to the HR condition. Then, the desired HR MS patch is reconstructed from the corresponding neighbors in the HR Pan patch set. Finally, HR MS images are recovered by stitching these patches together. Recognizing that the KK nearest neighbors should have local geometric structures similar to the input query patch based on clustering, we employ a dominant orientation algorithm to perform such clustering. The KK nearest neighbors of each input LR MS patch are adaptively chosen from the associate subdictionary. Four datasets of images acquired by QuickBird and IKONOS satellites are used to test the performance of the proposed method. Experimental results show that the proposed method performs well in preserving spectral information as well as spatial details.
关键词Discrete Wavelet Transforms Near Infrared Distortion Remote Sensing Satellites Optical Inspection
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/13219
专题类脑智能研究中心
通讯作者Zhaoxiang Zhang
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GB/T 7714
Qingjie Liu,Yunhong Wang,Zhaoxiang Zhang. Pan-sharpening based on geometric clustered neighbor embedding[J]. Optical Engineering,2014,53(9):1-16.
APA Qingjie Liu,Yunhong Wang,&Zhaoxiang Zhang.(2014).Pan-sharpening based on geometric clustered neighbor embedding.Optical Engineering,53(9),1-16.
MLA Qingjie Liu,et al."Pan-sharpening based on geometric clustered neighbor embedding".Optical Engineering 53.9(2014):1-16.
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