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NL-MambaXCT: Self-Supervised Nested-Learning Mamba for Nomex Honeycomb X-ray CT Defect Classification

Announce Type: replace-cross Abstract: X-ray computed tomography (XCT) is widely used for non-destructive testing of Nomex honeycomb structures in aerospace manufacturing, but industrial inspection still relies heavily on manual interpretation and supervised models trained on limited labeled data. This work introduces NL-MambaXCT, a Mamba-based framework that combines self-supervised masked image modelling with a Nested Learning (NL) formulation for automated, label-efficient defect...

arXiv CS 7d ago

Firefighters face a higher risk of skin cancer, but nano fabrics with tiny, rough fibers can help keep them safer

Firefighters face a higher risk of skin cancer, but nano fabrics with tiny, rough fibers can help keep them safer Lisa Lock Scientific Editor Andrew Zinin Lead Editor Wildland firefighters are exposed to a mix of harmful chemicals in the smoke they breathe and the ash and soot that gets on their clothing. Over long assignments fighting fires that can last for days to weeks, those chemicals can be absorbed by their skin. Some of those chemicals are carcinogens.

Phys.org 1d ago