36 citations · 51 across the 3 of their papers we have counts for
3 papers
Machine learning refinement of in situ images acquired by low electron dose LC-TEM
Hiroyasu Katsuno, Yuki Kimura, Tomoya Yamazaki +1
We study a machine learning (ML) technique for refining images acquired during in situ observation using liquid-cell transmission electron microscopy (LC-TEM). Our model is constru…
Transmission Electron Microscopy Study of the Morphology of Ices Composed of H2O, CO2, and CO on Refractory Grains
Akira Kouchi, Masashi Tsuge, Tetsuya Hama +15
It has been implicitly assumed that ices on grains in molecular clouds and proto planetary disks are formed by homogeneous layers regardless of their composition or crystallinity.…
Fast improvement of TEM image with low-dose electrons by deep learning
Hiroyasu Katsuno, Yuki Kimura, Tomoya Yamazaki +1
Low-electron-dose observation is indispensable for observing various samples using a transmission electron microscope; consequently, image processing has been used to improve trans…