Packaging inspection applications are common and vital for medical device and pharmaceutical industries. It is necessary to verify the integrity of sterilised packages, and in particular any seals on those packages. Seals can be difficult to automatically inspect without a complex illumination setup. Deep learning approaches can perform these kinds of inspections well when configured and trained to a high standard.