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| Title | Authors | Year | Why it’s relevant | |-------|----------|------|-------------------| | DeepCrack: Learning Hierarchical Features for Crack Detection | Z. Zhang, et al. | 2019 | Demonstrates how CNNs can outperform classic edge detectors when trained on the Carlson dataset. | | UAV‑Based Photogrammetric Crack Mapping of Pavements | S. M. Lee, J. Kim | 2021 | Extends Carlson’s ground‑based method to aerial platforms; includes flight‑planning guidelines. | | Robust Crack Width Measurement Using Structured Light | M. B. G. Alvarez, et al. | 2022 | Compares active‑projection techniques to passive photography; useful for very narrow cracks (< 0.1 mm). | | Uncertainty Propagation in Image‑Based Structural Health Monitoring | L. P. Huang, et al. | 2023 | Provides a modern Bayesian framework that can be applied on top of Carlson’s deterministic error budget. | carlson photo capture crack

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