cond-mat.mtrl-sci · 2026-08-28 · No. 98
Materials Science, 2026-08-28.
1 new papers in cond-mat.mtrl-sci. Titles, authors,
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01 — The papers
1 entries-
01
Data-efficient crack quantification in lithium-ion cathodes using foundation model transfer
Thorsten Tegetmeyer-Kleine, Thomas Schmitt, Phillip Aquino, Christiane Rahe, Dirk Uwe Sauer, Weihan Li
cond-mat.mtrl-sci · cs.CV · cs.LG
Battery lifetime is central to sustainable electrification, yet the particle cracking that drives lithium-ion cathode aging is hard to measure: quantitative microscopy of this degradation is bottlenecked by annotation, because each destructive electron-microscopy cross-section spans hundreds of megapixels and pixel-level expert labelling requires hours per image. We show that a frozen self-supervised vision-transformer encoder, combined with...
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