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| 1 | Rapid and flexible segmentation of electron microscopy data using few-shot machine learning显示文摘Automatic segmentation of key microstructural features in atomic-scale electron microscope images is critical to improved understanding of structure–property relationships in many important materials and chemical systems.However,the present paradigm involves time-intensive manual analysis that is inherently biased,error-prone,and unable to accommodate the large volumes of data produced by modern instrumentation.While more automated approaches have been proposed,many are not robust to a high variety of data,and do not generalize well to diverse microstructural features and material systems.Here,we present a flexible,semi-supervised few-shot machine learning approach for segmentation of scanning transmission electron microscopy images of three oxide material systems:(1)epitaxial heterostructures of SrTiO_(3)/Ge,(2)La_(0.8)Sr_(0.2)FeO_(3) thin films,and(3)MoO_(3) nanoparticles.We demonstrate that the few-shot learning method is more robust against noise,more reconfigurable,and requires less data than conventional image analysis methods.This approach can enable rapid image classification and microstructural feature mapping needed for emerging high-throughput characterization and autonomous microscope platforms. | Sarah Akers Elizabeth Kautz Andrea Trevino-Gavito Matthew Olszta Bethany E.Matthews Le Wang Yingge Du Steven R.Spurgeon | 2021 | npj Computational Materials2021，，1： | 3 |
| 2 | A new paradigm for biomineral formation: mineralization via an amorphous liquid- phase precursor显示文摘 | Olszta MJ Odom DJ Douglas EP | 2003 | Connect Tissue Res2003，，441： | 1 |
| 3 | 查看详情显示文摘 | Olszta M J Cheng X Jee S S | | 0，，03： | 1 |
| 4 | A new paradigm for biomineral formation: mineralization via an amorphous liquid-phase precursor显示文摘 | Olszta M J Odom D J Douglas EP | 2003 | Connect Tissue Res2003，44，1： | 1 |
| 5 | Grain -boundary structure and segregation behavior in a nickel - base stainless alloy显示文摘 | Baik S I Olszta M J Bruemmer S M | 2012 | Scripta Material2012，66，10： | 1 |
| 6 | Bone structure and formation: A new perspective显示文摘 | Olszta M J Cheng X Jee S S | 2007 | Mater Sci Eng R2007，58，35： | 1 |
| 7 | Bone structure and formation:a new perspective显示文摘 | Olszta M J Xingguo Cheng Jee SS | 2007 | Mater SciEngineering R2007，58，： | 1 |
| 8 | Bone structure and formation:A new perspective显示文摘 | Olszta M J Cheng X Jee SS Kumar R Kim Y-Y Kaufman MJ Douglas EP Gower LB | | 0，，： | 1 |
| 9 | Bone structure and forma- tion:a new perspective 显示文摘 | Olszta M J Cheng X Jee S S | 2007 | Materials Science and Engineer- ing : R2007，58，： | 1 |
| 10 | Bone Structure and Formation:A New Perspective显示文摘 | Olszta M J Cheng X G Jee S S | 2007 | Materials Science and Engineering:R:Reports2007，58，35： | 1 |
| 11 | Fabrication of high aspect ratio ferroelectric microtubes by vacuum infiltration using macroporous silicon templates显示文摘 | Bharadwaja S S N Olszta M Trolier-Mckinstry S | 2006 | J Am Ceram Soc2006，89，9： | 1 |
| 12 | Bone structure and formation: a new perspective显示文摘 | OLSZTA M J CHENG X JEE S S | 2007 | Materials Science and Engineering: R: Reports2007，58，3： | 1 |
| 13 | Bone structure and formation: A new perspective显示文摘 | Olszta M J Cheng X G Jee S S | 2007 | Materials Science & Engineering R-Reports2007，58，3： | 1 |
| 14 | Bone structure and formation: A new perspective显示文摘 | Olszta M J Cheng XG Jee SS | 2007 | Mat Sci Eng R2007，58，35： | 1 |
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