Machine Learning Pipeline for Segmentation and Defect Identification from High-Resolution Transmission Electron Microscopy Data

Learning-based defect recognition for quasi-periodic HRSTEM images

(2021) Nik Dennler et al.   MICRON

A deep learning approach for determining the chiral indices of carbon nanotubes from high-resolution transmission electron microscopy images

(2020) G.D. Förster et al.   CARBON

Deep learning analysis of defect and phase evolution during electron beam-induced transformations in WS2

(2019) Artem Maksov et al.   npj Computational Materials

High Throughput Quantitative Metallography for Complex Microstructures Using Deep Learning: A Case Study in Ultrahigh Carbon Steel

(2019) Brian L. DeCost et al.   MICROSCOPY AND MICROANALYSIS

Software tools for automated transmission electron microscopy

(2019) Martin Schorb et al.   NATURE METHODS

Lab on a beam—Big data and artificial intelligence in scanning transmission electron microscopy

(2019) Sergei V. Kalinin et al.   MRS BULLETIN

Using Neural Networks to Identify Atoms in HRTEM Images

(2019) Jakob Schiøtz et al.   MICROSCOPY AND MICROANALYSIS

Atomic Mechanisms for the Si Atom Dynamics in Graphene: Chemical Transformations at the Edge and in the Bulk

(2019) Maxim Ziatdinov et al.   ADVANCED FUNCTIONAL MATERIALS

Deep Learning for Semantic Segmentation of Defects in Advanced STEM Images of Steels

(2019) Graham Roberts et al.   Scientific Reports

Automatic microscopic image analysis by moving window local Fourier Transform and Machine Learning

(2019) Benedykt R. Jany et al.   MICRON

Fully automated primary particle size analysis of agglomerates on transmission electron microscopy images via artificial neural networks

(2018) Max Frei et al.   POWDER TECHNOLOGY

Automatic Segmentation of Inorganic Nanoparticles in BF TEM Micrographs

(2018) D.J. Groom et al.   ULTRAMICROSCOPY

Influence of Atomic-Level Morphology on Catalysis: The Case of Sphere and Rod-Like Gold Nanoclusters for CO2 Electroreduction

(2018) Shuo Zhao et al.   ACS Catalysis

Automated defect analysis in electron microscopic images

(2018) Wei Li et al.   npj Computational Materials

Identifying Atoms in High Resolution Transmission Electron Micrographs Using a Deep Convolutional Neural Net

(2018) Jakob Schiøtz et al.   MICROSCOPY AND MICROANALYSIS

High-Throughput, Algorithmic Determination of Nanoparticle Structure from Electron Microscopy Images

(2015) Christine R. Laramy et al.   ACS Nano

Metrics for evaluating 3D medical image segmentation: analysis, selection, and tool

(2015) Abdel Aziz Taha et al.   BMC MEDICAL IMAGING

Correlation of Atomic Structure and Photoluminescence of the Same Quantum Dot: Pinpointing Surface and Internal Defects That Inhibit Photoluminescence

(2014) Noah J. Orfield et al.   ACS Nano

scikit-image: image processing in Python

(2014) Stéfan van der Walt et al.   PeerJ

Measurement of the intrinsic strength of crystalline and polycrystalline graphene

(2013) Haider I. Rasool et al.   Nature Communications

Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

(2013) Anubhav Jain et al.   APL Materials