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Training converges in ~ 45 epochs (≈ 12 h on an NVIDIA RTX 4090).

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The remainder of the paper is organised as follows: Section 2 reviews related work; Section 3 describes the LIDAR‑360‑Crack system; Section 4 details data acquisition and preprocessing; Section 5 explains the crack extraction methodology; Section 6 presents experiments and results; Section 7 discusses limitations and future directions; finally, Section 8 concludes the study. : If you are a student or researcher,

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