Image processing is applied to extract material structure on the nanometer scale.
Output statistics are shown to be insensitive to processing parameters.
The image analysis algorithm is robust for diversity of nanoscale structure.
Solid-state transformation is demonstrated for e-beam irradiated polyhedral carbon.