Camera Recognition Fails on Reflective Materials

On mirror-finish materials such as stainless steel or glass, the camera preview looks overexposed, the contour edges disappear, template matching fails, or the recognition score stays extremely low.

Troubleshooting Steps

  1. Apply a layer of matte masking tape over the material surface to break up the mirror reflection. Press it flat with no air bubbles so no new height difference is created.
  2. Alternatively, spray a thin coat of water-soluble developer agent (white matte paint) over the surface, and wipe it off with clean water right after engraving.
  3. Place a sheet of black matte paper under the material — the extra contrast greatly improves edge detection on bright mirror-finish parts.
  4. Wipe the surface with a lint-free cloth before recognition so fingerprints and oil stains do not create localized highlights.
  5. Keep batches consistent: parts from the same batch should have the same polishing direction, and avoid mixing batches on one job.
  6. Re-run auto-recognition after each change, and only start the job once the recognition score is high.