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A survey on matrix completion: Perspective of signal processing
Matrix completion (MC) is a promising technique which is able to recover an intact matrix
with low-rank property from sub-sampled/incomplete data. Its application varies from …
with low-rank property from sub-sampled/incomplete data. Its application varies from …
An efficient MRF embedded level set method for image segmentation
This paper presents a fast and robust level set method for image segmentation. To enhance
the robustness against noise, we embed a Markov random field (MRF) energy function to the …
the robustness against noise, we embed a Markov random field (MRF) energy function to the …
Detecting ground deformation in the built environment using sparse satellite InSAR data with a convolutional neural network
The large volumes of Sentinel-1 data produced over Europe are being used to develop pan-
national ground motion services. However, simple analysis techniques like thresholding …
national ground motion services. However, simple analysis techniques like thresholding …
Jointly using low-rank and sparsity priors for sparse inverse synthetic aperture radar imaging
W Qiu, J Zhou, Q Fu - IEEE Transactions on Image Processing, 2019 - ieeexplore.ieee.org
The inverse synthetic aperture radar (ISAR) imaging technique of a moving target with
sparse sampling data has attracted wide attention due to its ability to reduce the data …
sparse sampling data has attracted wide attention due to its ability to reduce the data …
A sparse-based approach for DOA estimation and array calibration in uniform linear array
This paper aims at achieving a joint estimation of direction-of-arrival (DOA) and array
perturbations, such as gain and phase uncertainty, mutual coupling, and sensor location …
perturbations, such as gain and phase uncertainty, mutual coupling, and sensor location …
CNN with spatio-temporal information for fast suspicious object detection and recognition in THz security images
Owing to low radiation required for human body, complete detection of hazardous materials,
noncontact privacy protection, and fast pass capability, terahertz (THz) security screening …
noncontact privacy protection, and fast pass capability, terahertz (THz) security screening …
GMTI and parameter estimation for MIMO SAR system via fast interferometry RPCA method
Multiple-input multiple-output synthetic aperture radar (MIMO SAR) system has drawn
considerable attention because of its extra degrees of freedom for high resolution and wide …
considerable attention because of its extra degrees of freedom for high resolution and wide …
LRSR-ADMM-Net: A joint low-rank and sparse recovery network for SAR imaging
Synthetic aperture radar (SAR) imaging with sub-Nyquist sampled echo is a challenging
task. Compressed sensing (CS) has been widely applied in this case to reconstruct the …
task. Compressed sensing (CS) has been widely applied in this case to reconstruct the …
Strong clutter suppression via RPCA in multichannel SAR/GMTI system
D Yang, X Yang, G Liao, S Zhu - IEEE geoscience and remote …, 2015 - ieeexplore.ieee.org
Clutter suppression and ground moving target indication are challenging tasks in
multichannel synthetic aperture radar (SAR) systems. In recent years, robust principal …
multichannel synthetic aperture radar (SAR) systems. In recent years, robust principal …
Multistatic MIMO sparse imaging based on FFT and low-rank matrix recovery techniques
This article proposes a simple sparse imaging scheme using a linear sparse aperiodic array
and a new fast Fourier transform matched filtering (FFTMF) algorithm for a THz multistatic …
and a new fast Fourier transform matched filtering (FFTMF) algorithm for a THz multistatic …