Background, face position, and image quality
- Use a plain light background with no visible objects or patterns.
- Keep the face centered and clearly visible in a direct front view.
- Use even lighting so the face and background stay easy to read.
- Keep the image sharp, recent, and free from obvious compression damage.
- Avoid heavily edited, filtered, or beautified output.



