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 …
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) …
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 …
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 …
(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 …
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
For multi-channel synthetic aperture radar (SAR), the high-coherence between different
channel images provide low-rank property. Meanwhile, the ground moving target (GMT) …
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 …
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) …
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
Moving targets cannot be simultaneously focused with stationary background scenes in
synthetic aperture radar (SAR) images. They appear defocused and azimuthally displaced …
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 …
considerable attention for its wider detected swath without decreasing PRF compared to the …