A deep learning based automatic defect analysis framework for In-situ TEM ion irradiations

Assessing Graph‐based Deep Learning Models for Predicting Flash Point

(2020) Xiaoyu Sun et al.   Molecular Informatics

Opportunities and Challenges for Machine Learning in Materials Science

(2020) Dane Morgan et al.   Annual Review of Materials Research

Object Detection Algorithm Based on Improved YOLOv3

(2020) Liquan Zhao et al.   Electronics

Automated Detection of Helium Bubbles in Irradiated X-750

(2020) Chris M. Anderson et al.   ULTRAMICROSCOPY

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

(2019) Artem Maksov et al.   npj Computational Materials

Graph Networks as a Universal Machine Learning Framework for Molecules and Crystals

(2019) Chi Chen et al.   CHEMISTRY OF MATERIALS

Automating material image analysis for material discovery

(2019) Chiwoo Park et al.   MRS Communications

Automatic local resolution-based sharpening of cryo-EM maps

(2019) Erney Ramírez-Aportela et al.   BIOINFORMATICS

DeepRes: a new deep-learning- and aspect-based local resolution method for electron-microscopy maps

(2019) Erney Ramírez-Aportela et al.   IUCrJ

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

(2019) Graham Roberts et al.   Scientific Reports

A data ecosystem to support machine learning in materials science

(2019) Ben Blaiszik et al.   MRS Communications

Advanced microstructure classification by data mining methods

(2018) Jessica Gola et al.   COMPUTATIONAL MATERIALS SCIENCE

Deep visual tracking: Review and experimental comparison

(2018) Peixia Li et al.   PATTERN RECOGNITION

Automatic Segmentation of Inorganic Nanoparticles in BF TEM Micrographs

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

Mapping mesoscopic phase evolution during E-beam induced transformations via deep learning of atomically resolved images

(2018) Rama K. Vasudevan et al.   npj Computational Materials

Automated defect analysis in electron microscopic images

(2018) Wei Li et al.   npj Computational Materials

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

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

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

The Materials Data Facility: Data Services to Advance Materials Science Research

(2016) B. Blaiszik et al.   JOM

Computer Vision and Machine Learning for Autonomous Characterization of AM Powder Feedstocks

(2016) Brian L. DeCost et al.   JOM

Scipion: A software framework toward integration, reproducibility and validation in 3D electron microscopy

(2016) J.M. de la Rosa-Trevín et al.   JOURNAL OF STRUCTURAL BIOLOGY

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Current status and future directions for in situ transmission electron microscopy

(2016) Mitra L. Taheri et al.   ULTRAMICROSCOPY

Big Data Analytics for Scanning Transmission Electron Microscopy Ptychography

(2016) S. Jesse et al.   Scientific Reports

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Application of STEM characterization for investigating radiation effects in BCC Fe-based alloys

(2015) Chad M. Parish et al.   JOURNAL OF MATERIALS RESEARCH

Radiation tolerance of neutron-irradiated model Fe–Cr–Al alloys

(2015) Kevin G. Field et al.   JOURNAL OF NUCLEAR MATERIALS

Deep learning

(2015) Yann LeCun et al.   NATURE

Visual object tracking—classical and contemporary approaches

(2015) Ahmad Ali et al.   Frontiers of Computer Science

Application of a three-feature dispersed-barrier hardening model to neutron-irradiated Fe–Cr model alloys

(2014) F. Bergner et al.   JOURNAL OF NUCLEAR MATERIALS

In situ high-resolution transmission electron microscopy of material reactions

(2013) Robert Sinclair   MRS BULLETIN

TEM characterization of dislocation loops in irradiated bcc Fe-based steels

(2012) B. Yao et al.   JOURNAL OF NUCLEAR MATERIALS

Fiji: an open-source platform for biological-image analysis

(2012) Johannes Schindelin et al.   NATURE METHODS

Spatial organization of the extracellular matrix regulates cell-cell junction positioning

(2012) Q. Tseng et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A new micropatterning method of soft substrates reveals that different tumorigenic signals can promote or reduce cell contraction levels

(2011) Qingzong Tseng et al.   LAB ON A CHIP

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING