Multi defect detection and analysis of electron microscopy images with deep learning
Electron microscopy is widely used to explore defects in crystal structures, but human
detecting of defects is often time-consuming, error-prone, and unreliable, and is not scalable
to large numbers of images or real-time analysis. In this work, we discuss the application of
machine learning approaches to find the location and geometry of different defect clusters in
irradiated steels. We show that a deep learning based Faster R-CNN analysis system has a
performance comparable to human analysis with relatively small training data sets. This …
detecting of defects is often time-consuming, error-prone, and unreliable, and is not scalable
to large numbers of images or real-time analysis. In this work, we discuss the application of
machine learning approaches to find the location and geometry of different defect clusters in
irradiated steels. We show that a deep learning based Faster R-CNN analysis system has a
performance comparable to human analysis with relatively small training data sets. This …
[PDF][PDF] Multi Defect Detection and Analysis of Electron Microscopy
Electron microscopy is widely used to explore defects in crystal structures, but human
detecting of defects is often time-consuming, error-prone, and unreliable, and is not scalable
to large numbers of images or real-time analysis. In this work, we discuss the application of
machine learning approaches to find the location and geometry of different defect clusters in
irradiated steels. We show that a deep learning based Faster R-CNN analysis system has a
performance comparable to human analysis with relatively small training data sets. This …
detecting of defects is often time-consuming, error-prone, and unreliable, and is not scalable
to large numbers of images or real-time analysis. In this work, we discuss the application of
machine learning approaches to find the location and geometry of different defect clusters in
irradiated steels. We show that a deep learning based Faster R-CNN analysis system has a
performance comparable to human analysis with relatively small training data sets. This …
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