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Patch-sampled contrastive learning for dense prediction pretraining in metallographic images

Abstract The shapes, sizes, and distributions of microstructures determine the mechanical properties of alloy products, necessitating identification of microstructures in metallographic images during the manufacturing process. Previous studies demonstrated the success of deep learning in analyzing s...

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Sonraí bibleagrafaíochta
Príomhchruthaitheoirí: Mingchun Li, Yang Liu, Dali Chen, Jining Bao, Yan Huo
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: Nature Portfolio 2025-12-01
Sraith:Scientific Reports
Ábhair:
Rochtain ar líne:https://doi.org/10.1038/s41598-025-32855-5
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