A GAN-based model upsamples low-statistics simulated muography images to look like 21 to 31 days of sampling, while a segmentation model identifies rebar and tendon ducts and, the authors claim, removes vertical smearing artifacts.
Muography for Inspection of Civil Structures
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Muographic Image Upsampling with Machine Learning for Built Infrastructure Applications
A GAN-based model upsamples low-statistics simulated muography images to look like 21 to 31 days of sampling, while a segmentation model identifies rebar and tendon ducts and, the authors claim, removes vertical smearing artifacts.