UM
Adaptive multi-scale deep neural networks with perceptual loss for panchromatic and multispectral images classification
Shi,Cheng1; Pun,Chi Man2
2019-07-01
Source PublicationInformation Sciences
ISSN0020-0255
Volume490Pages:1-17
AbstractDue to the redundancy of imaging systems, multispectral and panchromatic images are of higher spatial resolutions and characterized by different attributes, and are often fused together for accurate land-cover mapping. In this work, we propose a novel framework via adaptive multi-scale convolutional neural networks and perceptual loss function for multispectral and panchromatic images classification. In the proposed scheme, adaptive multi-scale convolutional neural networks are designed to capture the scale information of objects adaptively. And perceptual loss function is constructed via non-local spectral and structural similarities to suppress the interference of unbalanced illumination and speckle noises. A corresponding iteration optimization algorithm is presented to solve the proposed perceptual loss function. Experimental results conducted on three datasets indicate that the proposed framework performs better than the state-of-the-art methods.
KeywordAdaptive multi-scale learning Convolutional neural networks Perceptual loss Spectral similarity constraint Structure similarity constraint
DOI10.1016/j.ins.2019.03.055
URLView the original
Language英语
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Cited Times [WOS]:13   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.School of Computer Science and Engineering,Xi'an University of Technology,Xi'an,China
2.Department of Computer and Information Sciences,University of Macau,Macau,China
Recommended Citation
GB/T 7714
Shi,Cheng,Pun,Chi Man. Adaptive multi-scale deep neural networks with perceptual loss for panchromatic and multispectral images classification[J]. Information Sciences,2019,490:1-17.
APA Shi,Cheng,&Pun,Chi Man.(2019).Adaptive multi-scale deep neural networks with perceptual loss for panchromatic and multispectral images classification.Information Sciences,490,1-17.
MLA Shi,Cheng,et al."Adaptive multi-scale deep neural networks with perceptual loss for panchromatic and multispectral images classification".Information Sciences 490(2019):1-17.
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