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Directional Lighting-Based Deep Learning Models for Crack and Spalling Classification

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External lighting is essential for autonomous inspections of concrete structures in low-light environments. However, previous studies have primarily relied on uniformly diffused lighting to illuminate images and faced challenges in detecting complex crack patt... ...