framework

SimuScan

Oak Ridge National Laboratory framework that generates synthetic atomic force microscopy images with labels derived from the simulated geometry, for training models that analyse and target real scans.

Current clusters

science1 publisher

ORNL's SimuScan trains microscope AI on deliberately imperfect synthetic scans

Labeled atomic force microscopy images are scarce, so an Oak Ridge team simulated the drift, noise and tip artifacts that operators fight every day, then tested whether models trained on the simulation find real features in real scans.

Publishers:phys.org

Reality

Evidence55
Adoption15
Hype gap+25
Incentives65
Confidence45