Microstructure segmentation with deep learning encoders pre-trained on a large microscopy dataset

Addressing materials’ microstructure diversity using transfer learning

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Plasma Hsp90 levels in patients with systemic sclerosis and relation to lung and skin involvement: a cross-sectional and longitudinal study

(2021) Hana Štorkánová et al.   Scientific Reports

Instance Segmentation for Direct Measurements of Satellites in Metal Powders and Automated Microstructural Characterization from Image Data

(2021) Ryan Cohn et al.   JOM

A deep learning approach for complex microstructure inference

(2021) Ali Riza Durmaz et al.   Nature Communications

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

(2021) Sarah Akers et al.   npj Computational Materials

Sparse Scanning Electron Microscopy Data Acquisition and Deep Neural Networks for Automated Segmentation in Connectomics

(2020) Pavel Potocek et al.   MICROSCOPY AND MICROANALYSIS

Compact representations of microstructure images using triplet networks

(2020) Michiel Larmuseau et al.   npj Computational Materials

Race against the Machine: can deep learning recognize microstructures as well as the trained human eye?

(2020) Michiel Larmuseau et al.   SCRIPTA MATERIALIA

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

Large-area, high-resolution characterisation and classification of damage mechanisms in dual-phase steel using deep learning

(2019) Carl Kusche et al.   PLoS One

DefectNet – A Deep Convolutional Neural Network for Semantic Segmentation of Crystallographic Defects in Advanced Microscopy Images

(2019) Graham Roberts et al.   MICROSCOPY AND MICROANALYSIS

Machine Learning for High Throughput HRTEM Analysis

(2019) Catherine Groschner et al.   MICROSCOPY AND MICROANALYSIS

Automated Pipeline for Photovoltaic Module Electroluminescence Image Processing and Degradation Feature Classification

(2019) Ahmad Maroof Karimi et al.   IEEE Journal of Photovoltaics

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

(2019) Zongwei Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Advanced Steel Microstructural Classification by Deep Learning Methods

(2018) Seyed Majid Azimi et al.   Scientific Reports

The first annotated set of scanning electron microscopy images for nanoscience

(2018) Rossella Aversa et al.   Scientific Data

Characterization of nanoscale precipitates in superalloy 718 using high resolution SEM imaging

(2018) T.M. Smith et al.   MATERIALS CHARACTERIZATION

scikit-image: image processing in Python

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A Survey on Transfer Learning

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