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Xianyin Lv

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Articles

Adaptive texture and low-light feature learning in enhanced MobileNetV4 for industrial packaging quality inspection

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By Heng Xu, Jinmin Peng, Xinyi Yu, Haoyu Zheng, Haotian Sun, Xianyin Lv, Meishun Wu, Shituan Chi
| Nature Verified
Abstract Seal defect detection in food packaging integrity inspection presents substantial challenges, primarily owing to minimal textural disparities between defective and intact regions under industrial illumination. These challenges intensify in production environments where moderate class imbalance intersects with pronounced inter-class similarity. This study introduces an enhanced MobileNetV4 architecture incorporating adaptive feature learning mechanisms to overcome these limitations.
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