Fast Image Reconstruction in Forward-Looking GPR Using Dual $\ell _1$ Regularization

In the forward-looking ground-penetrating radar (GPR) imaging scenario, detection and classification performance is limited due to inherent constraints placed on the sensor configuration as well as limitations associated with the conventional image formation process. Image reconstruction using sparsity inducing regularization has been demonstrated as a promising technique to overcome these limitat...