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Evaluating cleaning efficacy by image-based machine learning: case study of soot removal from silk.

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Title: Evaluating cleaning efficacy by image-based machine learning: case study of soot removal from silk.
Authors: Cremonesi, Marta1,2 (AUTHOR) Marta.Cremonesi@uantwerpen.be, Pastorelli, Gianluca3 (AUTHOR), Yang, Nan1,4 (AUTHOR), Al-Emam, Ehab1,5 (AUTHOR), Martinelli, Elisabetta6 (AUTHOR), Comelli, Daniela6 (AUTHOR), Dal Fovo, Alice7 (AUTHOR), Fontana, Raffaella7 (AUTHOR), Cicchi, Riccardo7,8 (AUTHOR), Ortega Saez, Natalia1 (AUTHOR), Berwouts, Jesse9 (AUTHOR), Janssens, Koen1,2 (AUTHOR), Van der Snickt, Geert1,2 (AUTHOR)
Source: npj Heritage Science. 8/1/2026, Vol. 14 Issue 1, p1-14. 14p.
Database: Academic Search Ultimate
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ISSN:20507445
DOI:10.1038/s40494-026-02717-y