A structure-preserving diffusion-based zero-shot learning framework for multimodal magnetic flux leakage signal analysis

Qinqin Dou, Chuanzhang Ren

Open source

DOI
10.1038/s41598-026-46518-6
Published
2026-03-28
Container
Scientific Reports
Publisher
Springer Science and Business Media LLC
Open access
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BibTeX

@article{allodium:10.1038/s41598-026-46518-6,
  title = {A structure-preserving diffusion-based zero-shot learning framework for multimodal magnetic flux leakage signal analysis},
  author = {Qinqin Dou and Chuanzhang Ren},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-46518-6},
  url = {https://doi.org/10.1038/s41598-026-46518-6}
}

RIS

TY  - JOUR
TI  - A structure-preserving diffusion-based zero-shot learning framework for multimodal magnetic flux leakage signal analysis
AU  - Qinqin Dou
AU  - Chuanzhang Ren
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-46518-6
UR  - https://doi.org/10.1038/s41598-026-46518-6
ER  - 

APA

Dou, Q., & Ren, C. (2026). A structure-preserving diffusion-based zero-shot learning framework for multimodal magnetic flux leakage signal analysis. Scientific Reports. https://doi.org/10.1038/s41598-026-46518-6

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