Training a semantic segmentation model for cracks in the concrete lining of tunnel
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Ham, Sangwoo
(Dept. of Geoinformatics, University of Seoul)
Bae, Soohyeon (Dept. of Geoinformatics, University of Seoul) Kim, Hwiyoung (Dept. of Geoinformatics, University of Seoul) Lee, Impyeong (Dept. of Geoinformatics, University of Seoul) Lee, Gyu-Phil (Dept. of Geotechnical Engineering Research, Korea Institute of Civil Engineering and Building Technology) Kim, Donggyou (Dept. of Geotechnical Engineering Research, Korea Institute of Civil Engineering and Building Technology) |
1 | Kim, B.H., Cho, S.J. (2019), "Image-based concrete crack assessment using mask and region-based convolutional neural network", Structural Control and Health Monitoring, Vol. 26, No. 8, e2381. DOI |
2 | Lee, Y.I., Kim, B.H., Cho, S.J. (2018), "Image-based spalling detection of concrete structures using deep learning", Journal of the Korea Concrete Institute, Vol. 30, No. 1, pp. 91-99. DOI |
3 | Paik, S.H., Choi, D.Y., Kim, Y.K., Jung, S.W., Kim, D.N. (2021), "Implementation of the drones with deep-learning crack detection analysis for inspection of bridge", The Journal of Korean Institute of Information Technology, Vol. 19, No. 3, pp. 45-52. |
4 | Tsai, Y.C., Chatterjee, A. (2017), "Comprehensive, quantitative crack detection algorithm performance evaluation system", Journal of Computing in Civil Engineering, Vol. 31, No. 5, 04017047. DOI |
5 | Middha, L., Crack segmentation dataset, https://www.kaggle.com/lakshaymiddha/crack-segmentation-dataset (November 5, 2021). |
6 | Zhao, H., Shi, J., Qi, X., Wang, X., Jia, J. (2017), "Pyramid scene parsing network", Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Honolulu, pp. 2881-2890. |
7 | Jung, S.Y., Lee, S.K., Park, C.I., Cho, S.Y., Yu, J.H. (2019), "A method for detecting concrete cracks using deep-learning and image processing", Journal of the Architectural Institute of Korea Structure and Construction, Vol. 35, No. 11, pp. 163-170. |
8 | Kim, A.R., Kim, D.H., Byun, Y.S., Lee, S.W. (2018), "Crack detection of concrete structure using deep learning and image processing method in geotechnical engineering", Journal of the Korean Geotechnical Society, Vol. 34, No. 12, pp. 145-154. DOI |
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