Research questionHow can monocular vision estimate vehicle-following distance from standardized license plates?A single camera does not directly reveal metric depth, and plate measurements can be unreliable because of clutter, contrast, lighting, or viewpoint. Standardized plate dimensions provide a scale cue, but using it requires robust localization and correction for plate orientation.