Fig. 3: Application of the CNN restoration to an imperfect crystal structure.
From: Deep convolutional neural networks to restore single-shot electron microscopy images
a Schematic of the Pt structure in [112] zone axis with a unit edge dislocation of Burgers vector b = 1/2[110] in the (111) glide plane. b Corrupted raw HAADF-STEM image with a dose of 5e2eÅ−2. c Corrupted raw image with a dose of 5e5eÅ−2. d Restored image with a dose of 5e2eÅ−2. e Restored image with a dose of 5e5eÅ−2. f Quantification results for the atomic column positions and scattering cross sections of the atomic columns around the center of the edge dislocation (marked with red circles in panel (a)). The error bars indicate 95% confidence intervals.
