Solvers

• Basis Pursuit (BP)
• Basis Pursuit Denoising (BPDN)
• Orthogonal Matching Pursuit (OMP)
• Stagewise OMP (StOMP)
• Lattice Matching Pursuit (LaMP)
• Convex Lattice Matching Pursuit (CoLaMP)
• Compressive sampling matching pursuit (CoSaMP)
• Gradient Projection for Sparse Reconstruction (GPSR)

Author: Thierry BOUWMANS, Associate Professor, Lab. MIA, Univ. Rochelle, France.

Fair Use Policy

As this website gives many information that come from my research, please cite my following survey papers:

T. Bouwmans . A. Sobral, S. Javed, S. Jung, E. Zahzah, "Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset", Computer Science Review, November 2016. [pdf]

T. Bouwmans, E. Zahzah, “Robust PCA via Principal Component Pursuit: A Review for a Comparative Evaluation in Video Surveillance”, Special Issue on Background Models Challenge, Computer Vision and Image Understanding, CVIU 2014, Volume 122, pages 22–34, May 2014. [pdf]