Fully automated carbonate petrography using deep convolutional neural networks

Automated Invasive Ductal Carcinoma Detection Based Using Deep Transfer Learning with Whole-Slide Images

(2020) Yusuf Celik et al.   PATTERN RECOGNITION LETTERS

Petrofacies classification using machine learning algorithms

(2020) Adrielle A. Silva et al.   GEOPHYSICS

Deep learning for relative geologic time and seismic horizons

(2020) Zhicheng Geng et al.   GEOPHYSICS

Evaluating new fault‐controlled hydrothermal dolomitization models: Insights from the Cambrian Dolomite, Western Canadian Sedimentary Basin

(2020) Ardiansyah Koeshidayatullah et al.   SEDIMENTOLOGY

Petrographic microfacies classification with deep convolutional neural networks

(2020) Rafael Pires de Lima et al.   COMPUTERS & GEOSCIENCES

Drug-Drug Interaction Extraction via Recurrent Hybrid Convolutional Neural Networks with an Improved Focal Loss

(2019) Xia Sun et al.   Entropy

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

A Deep-Learning-Based Geological Parameterization for History Matching Complex Models

(2019) Yimin Liu et al.   Mathematical Geosciences

A Comprehensive Survey of Deep Learning for Image Captioning

(2019) MD. Zakir Hossain et al.   ACM COMPUTING SURVEYS

Convolutional neural networks as aid in core lithofacies classification

(2019) Rafael Pires de Lima et al.   Interpretation-A Journal of Subsurface Characterization

A deep learning approach to anomaly detection in geological carbon sequestration sites using pressure measurements

(2019) Zhi Zhong et al.   JOURNAL OF HYDROLOGY

History matching geological facies models based on ensemble smoother and deep generative models

(2019) Smith W.A. Canchumuni et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Deep learning approach to peripheral leukocyte recognition

(2019) Qiwei Wang et al.   PLoS One

Deep convolutions for in-depth automated rock typing

(2019) E.E. Baraboshkin et al.   COMPUTERS & GEOSCIENCES

$\mathcal{R}^2$ -CNN: Fast Tiny Object Detection in Large-Scale Remote Sensing Images

(2019) Jiangmiao Pang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Impact of Basin Architecture on Diagenesis and Dolomitization in a Fault-Bounded Carbonate Platform: Outcrop Analogue of a Pre-Salt Carbonate Reservoir, Red Sea Rift, NW Saudi Arabia

(2019) Khalid Al-Ramadan et al.   PETROLEUM GEOSCIENCE

Unsupervised seismic facies analysis via deep convolutional autoencoders

(2018) Feng Qian et al.   GEOPHYSICS

Machine learning approaches for petrographic classification of carbonate-siliciclastic rocks using well logs and textural information

(2018) Camila Martins Saporetti et al.   JOURNAL OF APPLIED GEOPHYSICS

A systematic study of the class imbalance problem in convolutional neural networks

(2018) Mateusz Buda et al.   NEURAL NETWORKS

Evaluating the Visualization of What a Deep Neural Network Has Learned

(2017) Wojciech Samek et al.   IEEE Transactions on Neural Networks and Learning Systems

A survey of image synthesis and editing with generative adversarial networks

(2017) Xian Wu et al.   TSINGHUA SCIENCE AND TECHNOLOGY

Automated mineralogical methodology to study carbonate grain microstructure: an example from oncoids

(2016) Abduljamiu Olalekan Amao et al.   Environmental Earth Sciences

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

Variations in architecture and cyclicity in fault-bounded carbonate platforms: Early Miocene Red Sea Rift, NW Saudi Arabia

(2016) Ardiansyah Koeshidayatullah et al.   MARINE AND PETROLEUM GEOLOGY

Integration of facies architecture, ooid granulometry and morphology for prediction of reservoir quality, Lower Triassic Khuff Formation, Saudi Arabia

(2016) Hassan A. Eltom et al.   PETROLEUM GEOSCIENCE

The petrographic description of carbonate facies: are we all speaking the same language?

(2016) Stephen W. Lokier et al.   SEDIMENTOLOGY

Semi-automatic segmentation of petrographic thin section images using a “seeded-region growing algorithm” with an application to characterize wheathered subarkose sandstone

(2015) Pascal Asmussen et al.   COMPUTERS & GEOSCIENCES

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

A hybrid pansharpening approach and multiscale object-based image analysis for mapping diseased pine and oak trees

(2013) Brian Alan Johnson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

jPOR: An ImageJ macro to quantify total optical porosity from blue-stained thin sections

(2011) Clayton Grove et al.   COMPUTERS & GEOSCIENCES