activity
20212024
most citedA Deep Learning Based Automatic Defect Analysis Framework for In-situ TEM Ion Irradiations

78 citations · 145 across the 6 of their papers we have counts for

collaborators

6 papers

cond-mat.mtrl-sci2024

MX precipitate behavior in an irradiated advanced Fe-9Cr steel: Helium effects on phase stability

T. M. Kelsy Green, Tim Graening, Weicheng Zhong +2

Precipitates are main microstructural features to provide high temperature creep strength and radiation resistance in structural materials for fusion energy systems. However, the m…

cond-mat.mtrl-sci2024

MX precipitate behavior in an irradiated advanced Fe-9Cr steel: Self-ion irradiation effects on phase stability

T. M. Kelsy Green, Tim Graening, Weicheng Zhong +2

Reduced activation ferritic/martensitic (RAFM) steels are the leading candidate structural materials for first-wall and blanket components in fusion reactors. This work is the firs…

cond-mat.mtrl-sci2022★ 1 cited

Materials Swelling Revealed Through Automated Semantic Segmentation of Cavities in Electron Microscopy Images

Ryan Jacobs, Priyam Patki, Matthew Lynch +3

Accurately quantifying swelling of alloys that have undergone irradiation is essential for understanding alloy performance in a nuclear reactor and critical for the safe and reliab…

cs.CV2021★ 2 cited

Performance, Successes and Limitations of Deep Learning Semantic Segmentation of Multiple Defects in Transmission Electron Micrographs

Ryan Jacobs, Mingren Shen, Yuhan Liu +10

In this work, we perform semantic segmentation of multiple defect types in electron microscopy images of irradiated FeCrAl alloys using a deep learning Mask Regional Convolutional…

cs.CV2021★ 64 cited

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

Mingren Shen, Guanzhao Li, Dongxia Wu +12

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 scalabl…

cs.CV2021★ 78 cited

A Deep Learning Based Automatic Defect Analysis Framework for In-situ TEM Ion Irradiations

Mingren Shen, Guanzhao Li, Dongxia Wu +4

Videos captured using Transmission Electron Microscopy (TEM) can encode details regarding the morphological and temporal evolution of a material by taking snapshots of the microstr…