Automated Analysis of Grain Morphology in TEM Images Using Convolutional Neural Network with CHAC algorithm

Materials swelling revealed through automated semantic segmentation of cavities in electron microscopy images

(2023) Ryan Jacobs et al.   Scientific Reports

In-situ irradiation-induced studies of grain growth kinetics of nanocrystalline UO2

(2022) Zefeng Yu et al.   ACTA MATERIALIA

Grain subdivision and structural modifications by high-energy heavy ions in UO2 with different initial grain size

(2022) F. Cappia et al.   NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION B-BEAM INTERACTIONS WITH MATERIALS AND ATOMS

Deep learning object detection in materials science: Current state and future directions

(2022) Ryan Jacobs   COMPUTATIONAL MATERIALS SCIENCE

Automated Analysis of Grain Growth Under in-situ Irradiation Using Convolutional Neural Network

(2022) Xinyuan Xu et al.   MICROSCOPY AND MICROANALYSIS

Application of Deep Learning Workflow for Autonomous Grain Size Analysis

(2022) Alexandre Bordas et al.   MOLECULES

Understanding effects of chemical complexity on helium bubble formation in Ni-based concentrated solid solution alloys based on elemental segregation measurements

(2022) Xing Wang et al.   JOURNAL OF NUCLEAR MATERIALS

Induced Ferromagnetism in Epitaxial Uranium Dioxide Thin Films

(2022) Yogesh Sharma et al.   Advanced Science

Confident Learning: Estimating Uncertainty in Dataset Labels

(2021) Curtis Northcutt et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Multi defect detection and analysis of electron microscopy images with deep learning

(2021) Mingren Shen et al.   COMPUTATIONAL MATERIALS SCIENCE

Rapid and flexible segmentation of electron microscopy data using few-shot machine learning

(2021) Sarah Akers et al.   npj Computational Materials

Structural and Optical Properties of Phase-Pure UO2, α-U3O8, and α-UO3 Epitaxial Thin Films Grown by Pulsed Laser Deposition

(2020) Erik Enriquez et al.   ACS Applied Materials & Interfaces

Grain-scale Study of the Grain Boundary Effect on UO2 Fuel Oxidation and Fission Gas Release Under Reactor Condition

(2020) Min Liu et al.   CHEMICAL ENGINEERING SCIENCE

In-situ TEM study of irradiation-induced damage mechanisms in monoclinic-ZrO2

(2020) Junliang Liu et al.   ACTA MATERIALIA

Generative adversarial networks

(2020) Ian Goodfellow et al.   COMMUNICATIONS OF THE ACM

Overview: Computer Vision and Machine Learning for Microstructural Characterization and Analysis

(2020) Elizabeth A. Holm et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

Automated Detection of Helium Bubbles in Irradiated X-750

(2020) Chris M. Anderson et al.   ULTRAMICROSCOPY

Data augmentation in microscopic images for material data mining

(2020) Boyuan Ma et al.   npj Computational Materials

An automated methodology for grain segmentation and grain size measurement from optical micrographs

(2019) Siddhartha Banerjee et al.   MEASUREMENT

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

(2019) Graham Roberts et al.   Scientific Reports

Automatic detection of particle size distribution by image analysis based on local adaptive canny edge detection and modified circular Hough transform

(2018) Yingchao Meng et al.   MICRON

Deep Learning-Based Image Segmentation for Al-La Alloy Microscopic Images

(2018) Boyuan Ma et al.   Symmetry-Basel

New methods for automatic quantification of microstructural features using digital image processing

(2018) Andrew Campbell et al.   MATERIALS & DESIGN

Automated defect analysis in electron microscopic images

(2018) Wei Li et al.   npj Computational Materials

Analysis of EBSD Grain Size Measurements Using Microstructure Simulations and a Customizable Pattern Matching Library for Grain Perimeter Estimation

(2017) Y. A. Coutinho et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

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

Grain-size effect on the electrical properties of nanocrystalline indium tin oxide thin films

(2015) Jong Hoon Lee et al.   Materials Science and Engineering B-Advanced Functional Solid-State Materials

Comparison of neutronic behavior of UO 2 , (Th- 233 U)O 2 and (Th- 235 U)O 2 fuels in a typical heavy water reactor

(2015) Seyed Mohammad Mirvakili et al.   Nuclear Engineering and Technology

Grain-size effect on the electrical properties of nanocrystalline indium tin oxide thin films

(2015) Jong Hoon Lee et al.   Materials Science and Engineering B-Advanced Functional Solid-State Materials

Generation IV nuclear reactors: Current status and future prospects

(2013) Giorgio Locatelli et al.   ENERGY POLICY

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

(2013) Anubhav Jain et al.   APL Materials

Comparison of EBSD and conventional methods of grain size measurement of hardmetals

(2008) K.P. Mingard et al.   INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS