Search Results for author: Mary C. Scott

Found 2 papers, 2 papers with code

Generalization Across Experimental Parameters in Machine Learning Analysis of High Resolution Transmission Electron Microscopy Datasets

1 code implementation20 Jun 2023 Katherine Sytwu, Luis Rangel DaCosta, Mary C. Scott

Overall, we find that our neural networks are not robust across microscope parameters, but do generalize across certain sample parameters.

Understanding the Influence of Receptive Field and Network Complexity in Neural-Network-Guided TEM Image Analysis

1 code implementation8 Apr 2022 Katherine Sytwu, Catherine Groschner, Mary C. Scott

We find that for low-resolution TEM images which rely on amplitude contrast to distinguish nanoparticles from background, the receptive field does not significantly influence segmentation performance.

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