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Abstract This article presents a high-performance defect detection algorithm for unmanned aerial vehicle (UAV) transmission line inspection, addressing issues such as missed detections, false alarms, and low accuracy. The algorithm combines the C3K2-DCNv4 module, which adopts a hierarchical integration strategy and which leverages deformable convolution to better capture geometric features from irregular targets.
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