148 citations · 283 across the 13 of their papers we have counts for
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A comparative study of paired versus unpaired deep learning methods for physically enhancing digital rock image resolution
Yufu Niu, Samuel J. Jackson, Naif Alqahtani +2
X-ray micro-computed tomography (micro-CT) has been widely leveraged to characterise pore-scale geometry in subsurface porous rock. Recent developments in super resolution (SR) met…
Physical Accuracy of Deep Neural Networks for 2D and 3D Multi-Mineral Segmentation of Rock micro-CT Images
Ying Da Wang, Mehdi Shabaninejad, Ryan T. Armstrong +1
Segmentation of 3D micro-Computed Tomographic uCT) images of rock samples is essential for further Digital Rock Physics (DRP) analysis, however, conventional methods such as thresh…
Boosting Resolution and Recovering Texture of micro-CT Images with Deep Learning
Ying Da Wang, Ryan T. Armstrong, Peyman Mostaghimi
Digital Rock Imaging is constrained by detector hardware, and a trade-off between the image field of view (FOV) and the image resolution must be made. This can be compensated for w…