Benchmarking conventional and machine learning segmentation techniques for digital rock physics analysis of fractured rocks

Fracture recognition in ultrasonic logging images via unsupervised segmentation network

(2021) Wei Zhang et al.   Earth Science Informatics

Deep neural networks for improving physical accuracy of 2D and 3D multi-mineral segmentation of rock micro-CT images

(2021) Ying Da Wang et al.   APPLIED SOFT COMPUTING

Adaptive Multi-Scale Feature Fusion based U-net for fracture segmentation in coal rock images

(2021) Fengli Lu et al.   JOURNAL OF INTELLIGENT & FUZZY SYSTEMS

Digital Rock Segmentation for Petrophysical Analysis With Reduced User Bias Using Convolutional Neural Networks

(2020) Yufu Niu et al.   WATER RESOURCES RESEARCH

Ratiometric population sensing by a pump-probe signaling system in Bacillus subtilis

(2020) Heiko Babel et al.   Nature Communications

Rapid estimation of permeability from digital rock using 3D convolutional neural network

(2020) Jin Hong et al.   COMPUTATIONAL GEOSCIENCES

Sensitivity analysis of segmentation techniques and voxel resolution on rock physical properties by X-ray imaging

(2020) Y.D. Shou et al.   JOURNAL OF STRUCTURAL GEOLOGY

Comparison of Surface Roughness and Transport Processes of Sawed, Split and Natural Sandstone Fractures

(2020) Sascha Frank et al.   Water

Dual-scale pore network reconstruction of vugular carbonates using multi-scale imaging techniques

(2020) Abolfazl Moslemipour et al.   ADVANCES IN WATER RESOURCES

Robust reservoir rock fracture recognition based on a new sparse feature learning and data training method

(2019) Fatemeh Taibi et al.   MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING

Rock properties from micro-CT images: digital rock transforms for resolution, pore volume, and field of view

(2019) Dr Nishank Saxena et al.   ADVANCES IN WATER RESOURCES

A review of high-resolution X-ray computed tomography applied to petroleum geology and a case study

(2019) Penghui Zhang et al.   MICRON

ilastik: interactive machine learning for (bio)image analysis

(2019) Stuart Berg et al.   NATURE METHODS

Coal Cleat/Fracture Segmentation Using Convolutional Neural Networks

(2019) Sadegh Karimpouli et al.   Natural Resources Research

Effect of resolution, reconstruction settings, and segmentation methods on the numerical calculation of saturated soil hydraulic conductivity from 3D computed tomography images

(2019) V. Pot et al.   GEODERMA

The Sensitivity of Estimates of Multiphase Fluid and Solid Properties of Porous Rocks to Image Processing

(2019) Gaetano Garfi et al.   TRANSPORT IN POROUS MEDIA

Digital Rock Physics: Using CT Scans to Compute Rock Properties

(2018) Hasan Al-Marzouqi   IEEE SIGNAL PROCESSING MAGAZINE

In situ characterization of immiscible three-phase flow at the pore scale for a water-wet carbonate rock.

(2018) Alessio Scanziani et al.   ADVANCES IN WATER RESOURCES

Experimental and numerical investigations on the effect of fracture geometry and fracture aperture distribution on flow and solute transport in natural fractures

(2018) M. Stoll et al.   JOURNAL OF CONTAMINANT HYDROLOGY

Digital rock analysis for accurate prediction of fractured media permeability

(2017) Hamed Lamei Ramandi et al.   JOURNAL OF HYDROLOGY

Effect of image segmentation & voxel size on micro-CT computed effective transport & elastic properties

(2017) Nishank Saxena et al.   MARINE AND PETROLEUM GEOLOGY

Processing of rock core microtomography images: Using seven different machine learning algorithms

(2016) Swarup Chauhan et al.   COMPUTERS & GEOSCIENCES

The LIR space partitioning system applied to the Stokes equations

(2015) Sven Linden et al.   GRAPHICAL MODELS

Fast X-ray Micro-Tomography of Multiphase Flow in Berea Sandstone: A Sensitivity Study on Image Processing

(2014) L. Leu et al.   TRANSPORT IN POROUS MEDIA

Image processing of multiphase images obtained via X-ray microtomography: A review

(2014) Steffen Schlüter et al.   WATER RESOURCES RESEARCH

High-resolution X-ray computed tomography in geosciences: A review of the current technology and applications

(2013) V. Cnudde et al.   EARTH-SCIENCE REVIEWS

Evaluation of Porosity and Its Variation in Porous Materials Using Microfocus X-ray Computed Tomography Considering the Partial Volume Effect

(2013) Masaji Kato et al.   MATERIALS TRANSACTIONS

Pore-scale imaging and modelling

(2012) Martin J. Blunt et al.   ADVANCES IN WATER RESOURCES

Digital rock physics benchmarks—part II: Computing effective properties

(2012) Heiko Andrä et al.   COMPUTERS & GEOSCIENCES

Digital rock physics benchmarks—Part I: Imaging and segmentation

(2012) Heiko Andrä et al.   COMPUTERS & GEOSCIENCES

Thermoporoelastic properties of Flechtinger sandstone

(2011) Alireza Hassanzadegan et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Three-dimensional measurement of fractures in heterogeneous materials using high-resolution X-ray computed tomography

(2010) Richard A. Ketcham et al.   Geosphere

Fracturing of porous rock induced by fluid injection

(2010) Sergei Stanchits et al.   TECTONOPHYSICS

Segmentation of X-ray computed tomography images of porous materials: A crucial step for characterization and quantitative analysis of pore structures

(2009) Pavel Iassonov et al.   WATER RESOURCES RESEARCH

Imaging and image processing in porous media research

(2008) A. Kaestner et al.   ADVANCES IN WATER RESOURCES