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https://doi.org/https://doi.org/10.1007/s10845-025-02774-3
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@article{xiaoqiao2026,
title = {{DS-IIEG: a dual-stage industrial image enhancement and generation framework for robust surface defect detection in manufacturing with limited data}},
author = {Xiaoqiao Wang et al.},
journal = {Journal of Intelligent Manufacturing},
year = {2026},
doi = {https://doi.org/https://doi.org/10.1007/s10845-025-02774-3},
}TY - JOUR
TI - DS-IIEG: a dual-stage industrial image enhancement and generation framework for robust surface defect detection in manufacturing with limited data
AU - al., Xiaoqiao Wang et
JO - Journal of Intelligent Manufacturing
PY - 2026
ER -
Xiaoqiao Wang et al. (2026). DS-IIEG: a dual-stage industrial image enhancement and generation framework for robust surface defect detection in manufacturing with limited data. *Journal of Intelligent Manufacturing*. https://doi.org/https://doi.org/10.1007/s10845-025-02774-3
Xiaoqiao Wang et al.. "DS-IIEG: a dual-stage industrial image enhancement and generation framework for robust surface defect detection in manufacturing with limited data." *Journal of Intelligent Manufacturing* (2026). https://doi.org/https://doi.org/10.1007/s10845-025-02774-3.
DS-IIEG: a dual-stage industrial image enhancement and generation framework for robust surface defect detection in manufacturing with limited data
Xiaoqiao Wang et al. · Journal of Intelligent Manufacturing · 2026
https://doi.org/https://doi.org/10.1007/s10845-025-02774-3
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