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Adaptive deep learning framework for crack contour recognition and dimensional measurement in concrete structures | Synapse
March 3, 2026
Adaptive deep learning framework for crack contour recognition and dimensional measurement in concrete structures
ZD
Zhijie Duan
ZC
Zhen Cai
QL
Quanming Li
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Puntos clave
Crack contour recognition is enhanced through a deep learning approach, enabling more precise dimensional measurements.
The study reveals an adaptive framework that improves accuracy in crack detection and dimensional assessment.
Utilizing deep learning techniques, the framework assesses concrete structures for structural integrity during inspections.
The findings may enable more effective monitoring and maintenance of concrete infrastructures, reducing potential failures.
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Duan et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75ab2c6e9836116a20daf
https://doi.org/https://doi.org/10.1016/j.conbuildmat.2026.145400