Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Low-dose sparse-view HAADF-STEM-EDX tomography of nanocrystals using unsupervised deep learning.pptx
1. Low-dose sparse-view HAADF-STEM-EDX
tomography of nanocrystals using
unsupervised deep learning
Eunju Cha*, Hyungjin Chung*, Jaeduck Jang, Junho Lee, Eunha Lee, Jong Chul Ye
*: Equal contribution
Hyungjin Chung
5. Unsupervised method for 3D tomographic reconstruction
CycleGAN-based kernel regression
• Physics informed
cycleGAN for
unsupervised kernel
regression network
• Exploit the correlation btw.
EDX / z-contrast images
• Dramatically increase SNR
6. Unsupervised method for 3D tomographic reconstruction
ProjectionGAN for 3D recon.
• CycleGAN boosts quality of unmeasured-view projections - ProjectionGAN