Sparse ultrasonic guided wave imaging with compressive sensing and deep learning

•Sparse UGW imaging with CSDL is proposed and validated in corrosion dataset.•The image quality with only a quarter of the transducers is comparable to that of the full transducers.•The errors of detection signals from are reduced by 3 to 4 orders of magnitude after data reconstruction.