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CNN-LSTM detection and short-term prediction of concrete crack severity

Jun Tang, Guolin Guo, Ting Wang, Qi Wang, Qingyi Meng, Shuxin Ni

Proceedings of the Institution of Civil Engineers - Construction Materials 1–12.

https://doi.org/10.1680/jcoma.25.00109

Published: 20 August 2026

... for static crack detection and short-term prediction of crack severity from time-ordered image sequences. The temporal task is defined as a next-step prediction of the crack severity index ( CSI ) derived from the image, rather than claiming complete physical crack geometry prediction from bounding box...

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