Background Modeling via RMC

Batch Matrix Completion (24 papers)

E. Candes, X. Li, Y. Ma, J. Wright, “Robust Principal Component Analysis”, ACM, Volume 58, No. 3, May 2011.

Y. Yang, Y. Feng, J. Suykens, “A Nonconvex Relaxation Approach to Robust Matrix Completion”, Preprint, 2014.

F. Shang, Y. Liu, J. Cheng, H. Cheng, "Robust Principal Component Analysis with Missing Data", ACM International Conference on Information and Knowledge Management, CIKM 2014, 2014.

F. Shang, Y. Liu, J. Cheng, H. Cheng, "Recovering low-rank and sparse matrices via robust bilateral factorization", IEEE International Conference on Data Mining, ICDM 2014, 2014.

F. Shang, Y. Liu, H. Tong, J. Cheng, H. Cheng,"Structured Low-Rank Matrix Factorization with Missing and Grossly Corrupted Observations", Preprint, September 2014.

H. Mansour, A. Vetro, “Video background subtraction using semi-supervised robust matrix completion”, ICASSP 2014, May 2014.

J. Yang, X. Sun, X. Ye, K. Li, “Background Extraction From Video Sequences Via Motion-Assisted Matrix Completion”, IEEE International Conference on Image Processing, ICIP 2014, October 2014. 

X. Ye, J. Yang, X. Sun, K. Li, C. Hou,  Y. Wang, “Foreground-Background Separation From Video Clips via Motion-assisted Matrix Restoration”, 2015.

A. Sobral, T. Bouwmans, E. Zahzah, "Comparison of Matrix Completion Algorithms for Background Initialization in Videos”, SBMI 2015 Workshop in conjunction with ICIAP 2015, Genova, Italy, September 2015.

A. Sobral, E. Zahzah, "Matrix and Tensor Completion Algorithms for Background Model Initialization: A Comparative Evaluation", Special Issue on Scene Background Modeling and Initialization, Pattern Recognition Letters, 2016.

T. Yokota, A. Cichocki, “A fast automatic low-rank determination algorithm for noisy matrix completion”, Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2015, pages 43-46, Hong Kong, 2015.

Y. Cherapanamjeri, K. Gupta, P. Jain, "Nearly-optimal Robust Matrix Completion", Preprint, December 2016.

B. Rezaei, S. Ostadabbas, “Background Subtraction via Fast Robust Matrix Completion”, International Workshop on RSL-CV in conjunction with ICCV 2017, October 2017.

B. Rezaei, S. Ostadabbas, "Moving Object Detection through Robust Matrix Completion Augmented with Objectness ", IEEE Journal of Selected Topics in Signal Processing, December 2018.

Y. Yang, Y. Feng, J. Suykens, “Correntropy based Matrix Completion”, MDPI Entropy, Volume 20, No. 3, page 171, 2018.

Z. Liu, Z. Hu, F. Nie, “Matrix Completion and Vector Completion via Robust Subspace Learning”, Neurocomputing, 2018.

D. Pimentel-Alarcon, “Mixture Matrix Completion”, Preprint, 2018.

M. Ashraphijuo, V. Aggarwal, X. Wang, "On Deterministic Sampling Patterns for Robust Low-Rank Matrix Completion", IEEE Signal Processing Letters, Volume 25, no. 3, pages 343-347, March 2018.

S. Zhang, M. Wang, "Correction of Corrupted Columns through Fast Robust Hankel Matrix Completion", IEEE Transactions on Signal Processing, 2019. 

J. Li, J. Cai, H. Zhao, “Robust Inexact Alternating Optimization for Matrix Completion With Outliers”, Journal of Computational Mathematics, Volume 38, No.2, pages 337-354, 2020.

M. Huang, S. Ma, L. La, “Robust low-rank matrix completion via an alternating manifold proximal gradient continuation method”, Preprint, 2020.

Y. Chen, H. Xu, C. Caramanis, S. Sanghavi, "Matrix completion with column manipulation: Near-optimal sample-robustness-rank tradeoffs", IEEE Transactions on Information Theory. Volume 62, No.1, pages 503-526, 2016. 

F. Nie, Z. Li, Z. Hu, R. Wang, X. Li, "Robust Matrix Completion with Column Outliers”, IEEE Transactions on Cybernetics, 2021.

H. Cai, L. Huang, C. Kundu, B. Su, "On the Robustness of Cross-Concentrated Sampling for Matrix Completion", Preprint, January 2024.

Online Matrix Completion (3 papers)

A. Akhriev, J. Marecek, A. Simonetto, “Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise”, Preprint, September 2018.

P. Narayanamurthy, V. Daneshpajooh, N. Vaswani, "Provable memory-efficient online robust matrix completion", IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019, May 2019.

C. Liu, C. Chen, H. Shan, B. Wang, "Robust Online Matrix Completion with Gaussian Mixture Model”,  IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2020, Barcelona, Spain, 2020.