A plug-and-play regularized multi-dimensional deconvolution (MDD) method that uses a denoiser-based implicit prior to stabilize wavefield retrieval and suppress noise while preserving geological events. Tests on drill-bit-noise synthetics and Volve field data show cleaner reflection responses and fewer imaging artifacts than standard MDD.