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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xinwei Wang

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Open access Jul 2026

LDM-YOLO11: A Lightweight Steel Surface Defect Detection Method Based on LCAF-D and Hierarchical Mish Activation

Lightweight detectors for steel surface defects still struggle to balance robust feature representation with deployment efficiency when defects exhibit weak textures, fine details, and large variation in scale and shape. To narrow this gap, this study develops an incremental lightweight enhancement of YOLO11n rather th...

Xinwei Wang, Jing Zhao, Rui Zheng et al. · 0 citations

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