A reusable neural network pipeline for unidirectional fiber segmentation

Understanding important features of deep learning models for segmentation of high-resolution transmission electron microscopy images

(2020) James P. Horwath et al.   npj Computational Materials

Data augmentation in microscopic images for material data mining

(2020) Boyuan Ma et al.   npj Computational Materials

3D convolutional neural networks-based segmentation to acquire quantitative criteria of the nucleus during mouse embryogenesis

(2020) Yuta Tokuoka et al.   npj Systems Biology and Applications

Segmentation of nearly isotropic overlapped tracks in photomicrographs using successive erosions as watershed markers

(2019) Alexandre Fioravante Siqueira et al.   MICROSCOPY RESEARCH AND TECHNIQUE

A fiber-segmentation algorithm for composites imaged using X-ray microtomography: Development and validation

(2019) Peter J. Creveling et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Deep-learning-based quality filtering of mechanically exfoliated 2D crystals

(2019) Yu Saito et al.   npj Computational Materials

In-situ 3D visualization of composite microstructure during polymer-to-ceramic conversion

(2018) Natalie M. Larson et al.   ACTA MATERIALIA

Statistical validation of individual fibre segmentation from tomograms and microscopy

(2018) Monica Jane Emerson et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Recent progress in the development of SiC composites for nuclear fusion applications

(2018) T. Koyanagi et al.   JOURNAL OF NUCLEAR MATERIALS

Automated defect analysis in electron microscopic images

(2018) Wei Li et al.   npj Computational Materials

X-ray computed tomography of microstructure evolution during matrix impregnation and curing in unidirectional fiber beds

(2018) Natalie M. Larson et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

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

Generation of micro-scale finite element models from synchrotron X-ray CT images for multidirectional carbon fibre reinforced composites

(2016) R.M. Sencu et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Large-Scale Fiber Tracking Through Sparsely Sampled Image Sequences of Composite Materials

(2016) Youjie Zhou et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

IDEAL: Images Across Domains, Experiments, Algorithms and Learning

(2016) Daniela M. Ushizima et al.   JOM

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

(2016) B. Blaiszik et al.   JOM

Advanced structural ceramics in aerospace propulsion

(2016) Nitin P. Padture   NATURE MATERIALS

Numerical reconstruction of graphite/epoxy composite microstructure based on sub-micron resolution X-ray computed tomography

(2014) Michael W. Czabaj et al.   COMPOSITES SCIENCE AND TECHNOLOGY