A recursive approach, based on the linear sampling method (LSM) and the contrast source inversion (CSI) method, is proposed to improve the inversed shape and permittivity of multiple targets, layered target and target with continuous profile. The difficulties of inversing targets with large electric size or permittivity are partly overcome using this approach, and the improvements are demonstrated using typical targets found in the literatures.