For the sparse signal sampling problem, an improved adaptive sampling method is proposed. The proposed method offsets the drawback of distilled sensing of high non-detection rate. The simulation results show that the proposed method effectively decreases the estimator’s non-detection rate with commensurate complexity, and show great performance in the middle and relatively low SNR condition.