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| Test Source | Methodology | Findings | |-------------|-------------|----------| | | Laboratory slab (150 mm thick) with 30 engineered cracks ranging 1 mm–12 mm. | Detection rate: 94 % (28/30). False‑positive rate: 3 % (2/70 non‑crack zones flagged). | | U.S. Federal Highway Administration (FHWA) Pilot | Field inspection of 2 km of deteriorating highway pavement. | Crack‑length accuracy: ±0.3 m (average) compared to visual inspection. Depth estimation error: ≤5 cm for cracks shallower than 30 cm. | | Third‑party ML audit (TechInsights 2023) | Evaluated the CNN model on a blind dataset of 5 000 images. | Precision: 0.91, Recall: 0.88, F1‑score: 0.895. No evidence of over‑fitting to a single concrete mix. |