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Aerospace aluminum surface defect detection method based on Multi-Scale Convolution and attention mechanism | Synapse
March 3, 2026
Open Access
Aerospace aluminum surface defect detection method based on Multi-Scale Convolution and attention mechanism
RZ
Rui Zhang
SC
Shanshan Cai
ZH
Zhen He
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Key Points
The method achieves high precision in surface defect detection using advanced algorithms.
An accuracy rate exceeding 95% was reported in evaluating aluminum surfaces.
Approach involves multi-scale convolution combined with an attention mechanism for effective feature extraction.
Improvements in defect detection may lead to enhanced safety and reliability in aerospace applications.
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Zhang et al. (Wed,) studied this question.
synapsesocial.com/papers/69a75c42c6e9836116a24f5b
https://doi.org/https://doi.org/10.1038/s41598-026-37293-5