RPCA based moving target detection in strong clutter background

D Yang, G Liao, S Zhu, X Yang - 2015 IEEE Radar Conference …, 2015 - ieeexplore.ieee.org
Ground moving target detection is a challenging task in multichannel synthetic aperture
radar (SAR) system, especially under the strong clutter background. In recent years, with the …

An Improved Moving Target Detection Method Based on RPCA for SAR Systems

Y Guo, G Liao, J Li, T Gu - IGARSS 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Ground moving target indication (GMTI) is an important research field in multichannel-
synthetic aperture radar systems (SAR). The robust principal component analysis (RPCA) …

A novel moving target detection method based on RPCA for SAR systems

Y Guo, G Liao, J Li, X Chen - IEEE Transactions on Geoscience …, 2020 - ieeexplore.ieee.org
Clutter background suppression and velocity estimation for moving targets are two critical
problems in synthetic aperture radar-ground moving target indication (SAR-GMTI). A robust …

Multichannel SAR Moving Target Detection via RPCA-Net

X Zhang, D Wu, D Zhu, H Zhou - IEEE Geoscience and Remote …, 2022 - ieeexplore.ieee.org
Ground moving target indication (GMTI), as a challenging task for synthetic aperture radar
(SAR) systems, keeps drawing considerable attention. Robust principal component analysis …

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 …

Joint multi-channel sparse method of robust PCA for SAR ground moving target image indication

G Xu, X Wang, Y Huang, L Cai… - IGARSS 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
For multi-channel synthetic aperture radar (SAR), the high-coherence between different
channel images provide low-rank property. Meanwhile, the ground moving target (GMT) …

Moving target detection by robust PCA in the topological space of low-rank matrices

X Chen, Y Cheng, H Wu, H Wang - IEEE Geoscience and …, 2022 - ieeexplore.ieee.org
Moving targets in a heterogeneous environment can be extracted through traditional robust
principal component analysis (RPCA). Competitive RPCA algorithms address a nonconvex …

Ground Moving Target Detection with Adaptive Data Reconstruction and Improved Pseudo-Skeleton Decomposition

X He, K Liu, T Gu, G Liao, S Zhu, J Xu… - … on Geoscience and …, 2024 - ieeexplore.ieee.org
Ground moving target detection is one of the foremost tasks for multichannel synthetic
aperture radar (SAR) system. The traditional robust principal component analysis (RPCA) …

Moving and Stationary Targets Separation in SAR Signal Domain Using Parallel Convolutional Autoencoders with RPCA Loss

AH Oveis, E Giusti, S Ghio… - 2022 IEEE Radar …, 2022 - ieeexplore.ieee.org
Moving targets cannot be simultaneously focused with stationary background scenes in
synthetic aperture radar (SAR) images. They appear defocused and azimuthally displaced …

MIMO SAR GMTI with RPCA based method

Y Huang, G Liao - 2015 IEEE 5th Asia-Pacific Conference on …, 2015 - ieeexplore.ieee.org
Multiple-input multiple-output synthetic aperture radar (MIMO SAR) system has drawn
considerable attention for its wider detected swath without decreasing PRF compared to the …