Ultra-Fast Electron Microscopic Imaging of Single Molecules With a Direct Electron Detection Camera and Noise Reduction
dc.contributor.author | Stuckner, Joshua | en |
dc.contributor.author | Shimizu, Toshiki | en |
dc.contributor.author | Harano, Koji | en |
dc.contributor.author | Nakamura, Eiichi | en |
dc.contributor.author | Murayama, Mitsuhiro | en |
dc.contributor.department | Materials Science and Engineering | en |
dc.date.accessioned | 2020-12-16T13:29:40Z | en |
dc.date.available | 2020-12-16T13:29:40Z | en |
dc.date.issued | 2020-08 | en |
dc.description.abstract | Time-resolved imaging of molecules and materials made of light elements is an emerging field of transmission electron microscopy (TEM), and the recent development of direct electron detection cameras, capable of taking as many as 1,600 fps, has potentially broadened the scope of the time-resolved TEM imaging in chemistry and nanotechnology. However, such a high frame rate reduces electron dose per frame, lowers the signal-to-noise ratio (SNR), and renders the molecular images practically invisible. Here, we examined image noise reduction to take the best advantage of fast cameras and concluded that the Chambolle total variation denoising algorithm is the method of choice, as illustrated for imaging of a molecule in the 1D hollow space of a carbon nanotube with similar to 1 ms time resolution. Through the systematic comparison of the performance of multiple denoising algorithms, we found that the Chambolle algorithm improves the SNR by more than an order of magnitude when applied to TEM images taken at a low electron dose as required for imaging at around 1,000 fps. Open-source code and a standalone application to apply Chambolle denoising to TEM images and video frames are available for download. | en |
dc.description.notes | This research is supported by MEXT (KAKENHI 19H05459), Japan Science and Technology Agency (SENTAN JPMJSN16B1), and the National Science Foundation (EAPSI #1713989 and DMREF #1533969). J.S. and M.M. acknowledge the use of shared facilities at the Virginia Tech National Center for Earth and Environmental Nanotechnology Infrastructure (NanoEarth), a member of the National Nanotechnology Coordinated Infrastructure (NNCI), supported by NSF (ECCS 1542100), and a partial financial support by the grant DOE-BES DE-FG02-06ER15786 awarded by the U.S. Department of Energy. T.S. acknowledges financial support from the ALPS program (MEXT). | en |
dc.description.sponsorship | MEXTMinistry of Education, Culture, Sports, Science and Technology, Japan (MEXT) [KAKENHI 19H05459]; Japan Science and Technology AgencyJapan Science & Technology Agency (JST) [SENTAN JPMJSN16B1]; National Science Foundation (EAPSI)National Science Foundation (NSF) [1713989]; National Science Foundation (DMREF)National Science Foundation (NSF)NSF - Directorate for Computer & Information Science & Engineering (CISE) [1533969]; NSFNational Science Foundation (NSF) [ECCS 1542100]; U.S. Department of EnergyUnited States Department of Energy (DOE) [DOE-BES DE-FG02-06ER15786]; ALPS program (MEXT) | en |
dc.format.mimetype | application/pdf | en |
dc.identifier.doi | https://doi.org/10.1017/S1431927620001750 | en |
dc.identifier.eissn | 1435-8115 | en |
dc.identifier.issn | 1431-9276 | en |
dc.identifier.issue | 4 | en |
dc.identifier.other | PII S1431927620001750 | en |
dc.identifier.pmid | 32684204 | en |
dc.identifier.uri | http://hdl.handle.net/10919/101504 | en |
dc.identifier.volume | 26 | en |
dc.language.iso | en | en |
dc.rights | Creative Commons Attribution 4.0 International | en |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | en |
dc.subject | denoising | en |
dc.subject | image analysis | en |
dc.subject | image processing | en |
dc.subject | single-molecule imaging | en |
dc.subject | transmission electron microscopy | en |
dc.title | Ultra-Fast Electron Microscopic Imaging of Single Molecules With a Direct Electron Detection Camera and Noise Reduction | en |
dc.title.serial | Microscopy And Microanalysis | en |
dc.type | Article - Refereed | en |
dc.type.dcmitype | Text | en |
dc.type.dcmitype | StillImage | en |
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