Articles | Volume 13, issue 9
https://doi.org/10.5194/se-13-1475-2022
https://doi.org/10.5194/se-13-1475-2022
Research article
 | 
27 Sep 2022
Research article |  | 27 Sep 2022

Detecting micro fractures: a comprehensive comparison of conventional and machine-learning-based segmentation methods

Dongwon Lee, Nikolaos Karadimitriou, Matthias Ruf, and Holger Steeb

Related authors

Digital carbonate rock physics
Erik H. Saenger, Stephanie Vialle, Maxim Lebedev, David Uribe, Maria Osorno, Mandy Duda, and Holger Steeb
Solid Earth, 7, 1185–1197, https://doi.org/10.5194/se-7-1185-2016,https://doi.org/10.5194/se-7-1185-2016, 2016
Short summary

Related subject area

Subject area: Tectonic plate interactions, magma genesis, and lithosphere deformation at all scales | Editorial team: Structural geology and tectonics, paleoseismology, rock physics, experimental deformation | Discipline: Structural geology
Natural fracture patterns at Swift Reservoir anticline, NW Montana: the influence of structural position and lithology from multiple observation scales
Adam J. Cawood, Hannah Watkins, Clare E. Bond, Marian J. Warren, and Mark A. Cooper
Solid Earth, 14, 1005–1030, https://doi.org/10.5194/se-14-1005-2023,https://doi.org/10.5194/se-14-1005-2023, 2023
Short summary
Rapid hydration and weakening of anhydrite under stress: implications for natural hydration in the Earth's crust and mantle
Johanna Heeb, David Healy, Nicholas E. Timms, and Enrique Gomez-Rivas
Solid Earth, 14, 985–1003, https://doi.org/10.5194/se-14-985-2023,https://doi.org/10.5194/se-14-985-2023, 2023
Short summary
Analogue experiments on releasing and restraining bends and their application to the study of the Barents Shear Margin
Roy Helge Gabrielsen, Panagiotis Athanasios Giannenas, Dimitrios Sokoutis, Ernst Willingshofer, Muhammad Hassaan, and Jan Inge Faleide
Solid Earth, 14, 961–983, https://doi.org/10.5194/se-14-961-2023,https://doi.org/10.5194/se-14-961-2023, 2023
Short summary
Structural framework and timing of the Pahtohavare Cu ± Au deposits, Kiruna mining district, Sweden
Leslie Logan, Ervin Veress, Joel B. H. Andersson, Olof Martinsson, and Tobias E. Bauer
Solid Earth, 14, 763–784, https://doi.org/10.5194/se-14-763-2023,https://doi.org/10.5194/se-14-763-2023, 2023
Short summary
Does the syn- versus post-rift thickness ratio have an impact on the inversion-related structural style?
Alexandra Tamas, Dan M. Tamas, Gabor Tari, Csaba Krezsek, Alexandru Lapadat, and Zsolt Schleder
Solid Earth, 14, 741–761, https://doi.org/10.5194/se-14-741-2023,https://doi.org/10.5194/se-14-741-2023, 2023
Short summary

Cited articles

Acharya, T. and Ray, A. K.: Image Processing: Principles and Applications, John Wiley & Sons, https://doi.org/10.1002/0471745790, 2005. a
Ahamed, B. B., Yuvaraj, D., and Priya, S. S.: Image Denoising with Linear and Non-linear Filters, Proceedings of 2019 International Conference on Computational Intelligence and Knowledge Economy, ICCIKE 2019, 10, 806–810, https://doi.org/10.1109/ICCIKE47802.2019.9004429, 2019. a
Al-amri, S. S., Kalyankar, N. V., and Khamitkar, S. D.: Image segmentation by using edge detection, Int. J. Comput. Sci. Eng., 2, 804–807, 2010. a
Albawi, S., Mohammed, T. A., and Al-Zawi, S.: Understanding of a convolutional neural network, in: Proceedings of 2017 International Conference on Engineering and Technology, ICET 2017, IEEE, 2018, 1–6, https://doi.org/10.1109/ICEngTechnol.2017.8308186, 2018. a
Alqahtani, N., Alzubaidi, F., Armstrong, R. T., Swietojanski, P., and Mostaghimi, P.: Machine learning for predicting properties of porous media from 2d X-ray images, J. Petrol. Sci. Eng., 184, 106514, https://doi.org/10.1016/j.petrol.2019.106514, 2020. a
Download
Short summary
This research article focuses on filtering and segmentation methods employed in high-resolution µXRCT studies for crystalline rocks, bearing fractures, or fracture networks, of very small aperture. Specifically, we focus on the identification of artificially induced (via quenching) fractures in Carrara marble samples. Results from the same dataset from all five different methods adopted were produced and compared with each other in terms of their output quality and time efficiency.