Look ahead orthogonal matching pursuit

For compressive sensing, we endeavor to improve the recovery performance of the existing orthogonal matching pursuit (OMP) algorithm. To achieve a better estimate of the underlying support set progressively through iterations, we use a look ahead strategy. The choice of an atom in the current iteration is performed by checking its effect on the future iterations (look ahead strategy). Through experimental evaluations, the effect of look ahead strategy is shown to provide a significant improvement in performance.

• Type: Journal
• Year: 2011
• Where: ICASSP
• Authors: Saikat Chatterjee, Dennis Sundman, Mikael Skoglund
• Keywords: ICASSP 2011, Iterations, Look Ahead Strategy, Orthogonal Matching Pursuit, Signal Processing