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20172023
most citedDeep learning in remote sensing: a review

3.2k citations · 10k across the 87 of their papers we have counts for

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10 papers · 1 filter

eess.SP2023★ 6 cited

HyperLISTA-ABT: An Ultra-light Unfolded Network for Accurate Multi-component Differential Tomographic SAR Inversion

Kun Qian, Yuanyuan Wang, Peter Jung +2

Deep neural networks based on unrolled iterative algorithms have achieved remarkable success in sparse reconstruction applications, such as synthetic aperture radar (SAR) tomograph…

eess.SP2021★ 57 cited

-Net: Superresolving SAR Tomographic Inversion via Deep Learning

Kun Qian, Yuanyuan Wang, Yilei Shi +1

Synthetic aperture radar tomography (TomoSAR) has been extensively employed in 3-D reconstruction in dense urban areas using high-resolution SAR acquisitions. Compressive sensing (…

eess.SP2020★ 7 cited

SAR Tomography via Nonlinear Blind Scatterer Separation

Yuanyuan Wang, Xiao Xiang Zhu

Layover separation has been fundamental to many synthetic aperture radar applications, such as building reconstruction and biomass estimation. Retrieving the scattering profile alo…

eess.SP2020★ 4 cited

Generative Adversarial Networks for Synthesizing InSAR Patches

Philipp Sibler, Yuanyuan Wang, Stefan Auer +2

Generative Adversarial Networks (GANs) have been employed with certain success for image translation tasks between optical and real-valued SAR intensity imagery. Applications inclu…

eess.SP2020

Single-Look Multi-Master SAR Tomography: An Introduction

Nan Ge, Richard Bamler, Danfeng Hong +1

This paper addresses the general problem of single-look multi-master SAR tomography. For this purpose, we establish the single-look multi-master data model, analyze its implication…

eess.SP2020★ 17 cited

Multipass SAR Interferometry Based on Total Variation Regularized Robust Low Rank Tensor Decomposition

Jian Kang, Yuanyuan Wang, Xiao Xiang Zhu

Multipass SAR interferometry (InSAR) techniques based on meter-resolution spaceborne SAR satellites, such as TerraSAR-X or COSMO-Skymed, provide 3D reconstruction and the measureme…

eess.SP2018

Spaceborne Staring Spotlight SAR Tomography - A First Demonstration with TerraSAR-X

Nan Ge, Fernando Rodriguez Gonzalez, Yuanyuan Wang +2

With the objective of exploiting hardware capabilities and preparing the ground for the next-generation X-band synthetic aperture radar (SAR) missions, TerraSAR-X and TanDEM-X are…

eess.SP2018★ 87 cited

Non-local tensor completion for multitemporal remotely sensed images inpainting

Teng-Yu Ji, Naoto Yokoya, Xiao Xiang Zhu +1

Remotely sensed images may contain some missing areas because of poor weather conditions and sensor failure. Information of those areas may play an important role in the interpreta…

eess.SP2018★ 21 cited

Automatic Detection and Positioning of Ground Control Points Using TerraSAR-X Multi-Aspect Acquisitions

Sina Montazeri, Christoph Gisinger, Michael Eineder +1

Geodetic stereo Synthetic Aperture Radar (SAR) is capable of absolute three-dimensional localization of natural Persistent Scatterer (PS)s which allows for Ground Control Point (GC…

eess.SP2018★ 3 cited

The SARptical Dataset for Joint Analysis of SAR and Optical Image in Dense Urban Area

Yuanyuan Wang, Xiao Xiang Zhu

The joint interpretation of very high resolution SAR and optical images in dense urban area are not trivial due to the distinct imaging geometry of the two types of images. Especia…