1. A computer-implemented method of detecting work-piece defects comprising: receiving a first image of a training work-piece captured using a non-destructive imaging process; receiving a second image of the training work-piece captured using a destructive imaging process, wherein the second image of the training work-piece covers at least one area in common with the first image of the training work-piece, and the second image of the training work-piece is linked to the first image of the training work-piece by a training model application; receiving an image of a work-piece captured using a non-destructive imaging process, wherein the work-piece is substantially similar to the training work-piece, and the non-destructive imaging process used to capture the work-piece is substantially similar to the non-destructive imaging process used to capture the training work-piece; matching the image of the work-piece to the first image of the training work-piece; and enhancing the image of the work-piece using the second image of the training work-piece linked to the first image of the training work-piece, in response to the image of the work-piece matching the first image of the training work-piece.