A survey on matrix completion: Perspective of signal processing

XP Li, L Huang, HC So, B Zhao - arxiv preprint arxiv:1901.10885, 2019 - arxiv.org
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 …

An efficient MRF embedded level set method for image segmentation

X Yang, X Gao, D Tao, X Li, J Li - IEEE transactions on image …, 2014 - ieeexplore.ieee.org
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 …

Detecting ground deformation in the built environment using sparse satellite InSAR data with a convolutional neural network

N Anantrasirichai, J Biggs, K Kelevitz… - … on Geoscience and …, 2020 - ieeexplore.ieee.org
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 …

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 …

A sparse-based approach for DOA estimation and array calibration in uniform linear array

H Liu, L Zhao, Y Li, X **g, TK Truong - IEEE sensors journal, 2016 - ieeexplore.ieee.org
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 …

CNN with spatio-temporal information for fast suspicious object detection and recognition in THz security images

X Yang, T Wu, L Zhang, D Yang, N Wang, B Song… - Signal Processing, 2019 - Elsevier
Owing to low radiation required for human body, complete detection of hazardous materials,
noncontact privacy protection, and fast pass capability, terahertz (THz) security screening …

GMTI and parameter estimation for MIMO SAR system via fast interferometry RPCA method

Y Huang, G Liao, J Xu, J Li… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
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 …

LRSR-ADMM-Net: A joint low-rank and sparse recovery network for SAR imaging

H An, R Jiang, J Wu, KC Teh, Z Sun… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
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 …

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 …

Multistatic MIMO sparse imaging based on FFT and low-rank matrix recovery techniques

S Hu, AM Molaei, O Yurduseven… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
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 …