TVRPCA＋: Low-rank and sparse decomposition based on spectral norm and structural sparsity-inducing norm

An Empirical Review of Deep Learning Frameworks for Change Detection: Model Design, Experimental Frameworks, Challenges and Research Needs

(2021) Murari Mandal et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion

(2021) Jize Xue et al.   IEEE Transactions on Neural Networks and Learning Systems

Multi-modal foreground detection via inter- and intra-modality-consistent low-rank separation

(2019) Aihua Zheng et al.   NEUROCOMPUTING

${L_{1/2}}$ Norm and Spatial Continuity Regularized Low-Rank Approximation for Moving Object Detection in Dynamic Background

(2018) Lin Zhu et al.   IEEE SIGNAL PROCESSING LETTERS

Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery

(2018) Namrata Vaswani et al.   IEEE SIGNAL PROCESSING MAGAZINE

A simple primal-dual algorithm for nuclear norm and total variation regularization

(2018) Zhibin Zhu et al.   NEUROCOMPUTING

Low-rank and sparse matrix decomposition via the truncated nuclear norm and a sparse regularizer

(2018) Zhichao Xue et al.   VISUAL COMPUTER

GoDec+: Fast and Robust Low-Rank Matrix Decomposition Based on Maximum Correntropy

(2018) Kailing Guo et al.   IEEE Transactions on Neural Networks and Learning Systems

Moving object detection by low rank approximation and l1-TV regularization on RPCA framework

(2018) B. Shijila et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications [Scanning the Issue]

(2018) Namrata Vaswani et al.   PROCEEDINGS OF THE IEEE

On the Applications of Robust PCA in Image and Video Processing

(2018) Thierry Bouwmans et al.   PROCEEDINGS OF THE IEEE

Extension of PCA to Higher Order Data Structures: An Introduction to Tensors, Tensor Decompositions, and Tensor PCA

(2018) Ali Zare et al.   PROCEEDINGS OF THE IEEE

Iterative Reconstrained Low-rank Representation via Weighted Nonconvex Regularizer

(2018) Jianwei Zheng et al.   IEEE Access

Low rank tensor completion for multiway visual data

(2018) Zhen Long et al.   SIGNAL PROCESSING

Recovering low-rank and sparse matrix based on the truncated nuclear norm

(2017) Feilong Cao et al.   NEURAL NETWORKS

Color image denoising via monogenic matrix-based sparse representation

(2017) Shan Gai   VISUAL COMPUTER

A Truncated Nuclear Norm Regularization Method Based on Weighted Residual Error for Matrix Completion

(2016) Qing Liu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Weighted Schatten $p$ -Norm Minimization for Image Denoising and Background Subtraction

(2016) Yuan Xie et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Weighted Nuclear Norm Minimization and Its Applications to Low Level Vision

(2016) Shuhang Gu et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Double nuclear norm-based robust principal component analysis for image disocclusion and object detection

(2016) Zongwei Zhou et al.   NEUROCOMPUTING

Total Variation Regularized RPCA for Irregularly Moving Object Detection Under Dynamic Background

(2016) Xiaochun Cao et al.   IEEE Transactions on Cybernetics

Double Nuclear Norm-Based Matrix Decomposition for Occluded Image Recovery and Background Modeling

(2015) Fanlong Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Background Subtraction Based on Low-Rank and Structured Sparse Decomposition

(2015) Xin Liu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Fast and Accurate Matrix Completion via Truncated Nuclear Norm Regularization

(2013) Yao Hu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Moving Object Detection by Detecting Contiguous Outliers in the Low-Rank Representation

(2012) Xiaowei Zhou et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Image Super-Resolution Via Sparse Representation

(2010) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Sparse Representation for Computer Vision and Pattern Recognition

(2010) John Wright et al.   PROCEEDINGS OF THE IEEE