Deep-learning-based workflow for boundary and small target segmentation in digital rock images using UNet++ and IK-EBM

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

(2022) Marcel Reinhardt et al.   Environmental Earth Sciences

Deep residual U-net convolution neural networks with autoregressive strategy for fluid flow predictions in large-scale geosystems

(2021) Zhihao Jiang et al.   ADVANCES IN WATER RESOURCES

ML-LBM: Predicting and Accelerating Steady State Flow Simulation in Porous Media with Convolutional Neural Networks

(2021) Ying Da Wang et al.   TRANSPORT IN POROUS MEDIA

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

Pore scale investigation of hydrogen injection in sandstone via X-ray micro-tomography

(2021) Nilesh Kumar Jha et al.   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

A Novel Experimental Study on Density‐Driven Instability and Convective Dissolution in Porous Media

(2021) Ruichang Guo et al.   GEOPHYSICAL RESEARCH LETTERS

PoreFlow-Net: a 3D c`onvolutional neural network to predict fluid flow through porous media

(2020) Javier E. Santos et al.   ADVANCES IN WATER RESOURCES

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

(2020) Yufu Niu et al.   WATER RESOURCES RESEARCH

Contact Angle Measurements Using Sessile Drop and Micro-CT Data from Six Sandstones

(2020) Laura E. Dalton et al.   TRANSPORT IN POROUS MEDIA

Deep semantic segmentation of natural and medical images: a review

(2020) Saeid Asgari Taghanaki et al.   ARTIFICIAL INTELLIGENCE REVIEW

Using pressure pulse decay experiments and a novel multi-physics shale transport model to study the role of Klinkenberg effect and effective stress on the apparent permeability of shales

(2020) Zihao Li et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

The role of the spatial heterogeneity and correlation length of surface wettability on two-phase flow in a CO2-water-rock system

(2020) Ruichang Guo et al.   ADVANCES IN WATER RESOURCES

CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization

(2020) Zijie J. Wang et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Enhancement of oil recovery by emulsion injection: A pore scale analysis from X-ray micro-tomography measurements

(2020) Kamila Scheffer et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Prediction of Porosity and Permeability Alteration Based on Machine Learning Algorithms

(2019) Andrei Erofeev et al.   TRANSPORT IN POROUS MEDIA

Segmentation of digital rock images using deep convolutional autoencoder networks

(2019) Sadegh Karimpouli et al.   COMPUTERS & GEOSCIENCES

Accurate Measurement of Small Features in X‐Ray CT Data Volumes, Demonstrated Using Gold Grains

(2019) R. A. Ketcham et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Comprehensive study of the interactions between the critical dimensionless numbers associated with multiphase flow in 3D porous media

(2019) Ming Fan et al.   FUEL

Linking Morphology of Porous Media to Their Macroscopic Permeability by Deep Learning

(2019) Serveh Kamrava et al.   TRANSPORT IN POROUS MEDIA

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

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

(2019) Zongwei Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Methods to measure contact angles in scCO2-brine-sandstone systems

(2018) Laura E. Dalton et al.   ADVANCES IN WATER RESOURCES

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Development of a Digital Rock Physics workflow for the analysis of sandstones and tight rocks

(2017) I. Verri et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Micro-computed tomography pore-scale study of flow in porous media: Effect of voxel resolution

(2016) S.M. Shah et al.   ADVANCES IN WATER RESOURCES

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

(2016) Swarup Chauhan et al.   COMPUTERS & GEOSCIENCES

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Optimization of Lattice Boltzmann Simulation With Graphics-Processing-Unit Parallel Computing and the Application in Reservoir Characterization

(2016) Cheng Chen et al.   SPE JOURNAL

Entropy-assisted image segmentation for nano- and micro-sized networks

(2015) D. KIM et al.   JOURNAL OF MICROSCOPY

Application of high resolution X-ray computed tomography to mineral deposit origin, evaluation, and processing

(2015) J. Richard Kyle et al.   ORE GEOLOGY REVIEWS

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

NIH Image to ImageJ: 25 years of image analysis

(2012) Caroline A Schneider et al.   NATURE METHODS

Cell Shape Dynamics: From Waves to Migration

(2012) Meghan K. Driscoll et al.   PLoS Computational Biology

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

(2010) Richard A. Ketcham et al.   Geosphere

Temporal evolution of pore geometry, fluid flow, and solute transport resulting from colloid deposition

(2009) Cheng Chen et al.   WATER RESOURCES RESEARCH

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

Pore-scale analysis of permeability reduction resulting from colloid deposition

(2008) Cheng Chen et al.   GEOPHYSICAL RESEARCH LETTERS