Automated Segmentation of Olivine Phenocrysts in a Volcanic Rock Thin Section Using a Fully Convolutional Neural Network

Quantitative chemical mapping of plagioclase as a tool for the interpretation of volcanic stratigraphy: an example from Saint Kitts, Lesser Antilles

(2021) Oliver Higgins et al.   BULLETIN OF VOLCANOLOGY

Classification, segmentation and correlation of zoned minerals

(2021) Tom Sheldrake et al.   COMPUTERS & GEOSCIENCES

Deep learning-based method for SEM image segmentation in mineral characterization, an example from Duvernay Shale samples in Western Canada Sedimentary Basin

(2020) Zhuoheng Chen et al.   COMPUTERS & GEOSCIENCES

Forget About Cleaning up Your Micrographs: Deep Learning Segmentation Is Robust to Image Artifacts

(2020) Peng Dong et al.   MICROSCOPY AND MICROANALYSIS

FastForest: Increasing random forest processing speed while maintaining accuracy

(2020) Darren Yates et al.   INFORMATION SCIENCES

Deep High-Resolution Representation Learning for Visual Recognition

(2020) Jingdong Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Segmentation of digital rock images using deep convolutional autoencoder networks

(2019) Sadegh Karimpouli et al.   COMPUTERS & GEOSCIENCES

New Olivine Reference Material for In Situ Microanalysis

(2019) Valentina G. Batanova et al.   GEOSTANDARDS AND GEOANALYTICAL RESEARCH

Dehydration of melt inclusions in olivine and implications for the origin of silica-undersaturated island-arc melts

(2019) Maxim Portnyagin et al.   EARTH AND PLANETARY SCIENCE LETTERS

Reducing Supervision of Quantitative Image Analysis of Meteorite Samples

(2019) Ellen J. Crapster-Pregont et al.   MICROSCOPY AND MICROANALYSIS

CEmin: A MATLAB-Based Software for Computational Phenocryst Extraction and Statistical Petrology

(2018) Ling Zeng et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Evaluating X-Ray Microanalysis Phase Maps Using Principal Component Analysis

(2018) Ben Buse et al.   MICROSCOPY AND MICROANALYSIS

Automated mineralogy and petrology - applications of TESCAN Integrated Mineral Analyzer (TIMA)

(2018) T. Hrstka et al.   Journal of Geosciences

Crystal and melt inclusion timescales reveal the evolution of magma migration before eruption

(2018) Dawn C. S. Ruth et al.   Nature Communications

All Mixed Up: Using Machine Learning to Address Heterogeneity in (Natural) Materials

(2018) J. F. Einsle et al.   MICROSCOPY AND MICROANALYSIS

Machine Learning Powered Image Segmentation

(2018) Tobias Volkenandt et al.   MICROSCOPY AND MICROANALYSIS

A rapid and precise quantitative electron probe chemical mapping technique and its application to an ultrahigh-pressure eclogite from the Moldanubian Zone of the Bohemian Massif (Nové Dvory, Czech Republic)

(2018) Atsushi Yasumoto et al.   AMERICAN MINERALOGIST

Weka Trainable Segmentation Plugin in ImageJ: A Semi-Automatic Tool Applied to Crystal Size Distributions of Microlites in Volcanic Rocks

(2018) Charline Lormand et al.   MICROSCOPY AND MICROANALYSIS

DeepLab-Based Spatial Feature Extraction for Hyperspectral Image Classification

(2018) Zijia Niu et al.   IEEE Geoscience and Remote Sensing Letters

A Branched Magma Feeder System during the 1669 Eruption of Mt Etna: Evidence from a Time-integrated Study of Zoned Olivine Phenocryst Populations

(2017) Maren Kahl et al.   JOURNAL OF PETROLOGY

How do olivines record magmatic events? Insights from major and trace element zoning

(2016) C. Bouvet de Maisonneuve et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Abundance, major element composition and size of components and matrix in CV, CO and Acfer 094 chondrites

(2016) Denton S. Ebel et al.   GEOCHIMICA ET COSMOCHIMICA ACTA

Comparing the Intensities and Spectral Resolution Achieved by Wavelength-Dispersive Spectrometers on Microprobes and SEMs.

(2016) Stephen M. Seddio et al.   MICROSCOPY AND MICROANALYSIS

Bridging the Gap between EPMA and AEM: The Performance of High Resolution Field-Emission Electron Microprobes in the Analysis of Geological Materials

(2016) J.T. Armstrong et al.   MICROSCOPY AND MICROANALYSIS

Accuracy of timescales retrieved from diffusion modeling in olivine: A 3D perspective

(2015) Thomas Shea et al.   AMERICAN MINERALOGIST

Application of Decision Tree Algorithm for classification and identification of natural minerals using SEM–EDS

(2015) Efe Akkaş et al.   COMPUTERS & GEOSCIENCES

Quantification of the CO 2 budget and H 2 O–CO 2 systematics in subduction-zone magmas through the experimental hydration of melt inclusions in olivine at high H 2 O pressure

(2015) Nikita Mironov et al.   EARTH AND PLANETARY SCIENCE LETTERS

Segmentation of elemental EDS maps by means of multiple clustering combined with phase identification

(2015) B. MÜNCH et al.   JOURNAL OF MICROSCOPY

Timing of Magmatic Processes and Unrest Associated with Mafic Historical Monogenetic Eruptions in Tenerife Island

(2015) Helena Albert et al.   JOURNAL OF PETROLOGY

Quantitative Elemental Mapping with Electron Microprobe and Automated Data Analysis

(2015) Julie Chouinard et al.   MICROSCOPY AND MICROANALYSIS

iSpectra: An Open Source Toolbox For The Analysis of Spectral Images Recorded on Scanning Electron Microscopes

(2015) Christian Liebske   MICROSCOPY AND MICROANALYSIS

Compositionally zoned crystals and real-time degassing data reveal changes in magma transfer dynamics during the 2006 summit eruptive episodes of Mt. Etna

(2013) Maren Kahl et al.   BULLETIN OF VOLCANOLOGY

Nanoscale characterisation of crystal zoning

(2013) Kate Saunders et al.   CHEMICAL GEOLOGY

XMapTools: A MATLAB©-based program for electron microprobe X-ray image processing and geothermobarometry

(2013) Pierre Lanari et al.   COMPUTERS & GEOSCIENCES

Petrological cannibalism: the chemical and textural consequences of incremental magma body growth

(2013) Kathy Cashman et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Decoding crystal fractionation in calc-alkaline magmas from the Bezymianny Volcano (Kamchatka, Russia) using mineral and bulk rock compositions

(2013) Renat R. Almeev et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Multiphase petrography of volcanic rocks using element maps: a method applied to Mount St. Helens, 1980–2005

(2012) D. D. Muir et al.   BULLETIN OF VOLCANOLOGY

Linking Petrology and Seismology at an Active Volcano

(2012) K. Saunders et al.   SCIENCE

Dynamic plumbing system beneath volcanoes revealed by kinetic modeling, and the connection to monitoring data: An example from Mt. Etna

(2011) Maren Kahl et al.   EARTH AND PLANETARY SCIENCE LETTERS

A new method for quantitative petrography based on image processing of chemical element maps: Part I. Mineral mapping applied to compacted bentonites

(2010) D. Pret et al.   AMERICAN MINERALOGIST

Thermometers and Barometers for Volcanic Systems

(2009) K. D. Putirka   Reviews in Mineralogy & Geochemistry

Time Scales of Magmatic Processes from Modeling the Zoning Patterns of Crystals

(2009) F. Costa et al.   Reviews in Mineralogy & Geochemistry

Mineral Textures and Zoning as Evidence for Open System Processes

(2009) M. J. Streck   Reviews in Mineralogy & Geochemistry

Petrologic Reconstruction of Magmatic System Variables and Processes

(2009) J. Blundy et al.   Reviews in Mineralogy & Geochemistry

Diffusion in Solid Silicates: A Tool to Track Timescales of Processes Comes of Age

(2008) Sumit Chakraborty   Annual Review of Earth and Planetary Sciences

Bang! Month-Scale Eruption Triggering at Santorini Volcano

(2008) V. M. Martin et al.   SCIENCE