Record the product on the kiosk cameras, review the auto-extracted crops, remove the bad ones,
then upload them as a new product version's training images. Training runs in the cloud.
Crops
Focus Calibration
—Laplacian variance
Peak: —
< 50 soft50 – 150 ok≥ 150 sharp
Turn the lens until the number peaks, then back off slightly and find it again.
Absolute values depend on scene detail — what matters is the change as you adjust the ring.
The 3×3 overlay colours each cell by its own sharpness (helpful for spotting a tilted lens).
The dashed lines on the chart mark the 50 / 150 thresholds.