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Open access Oct 2026

A Dual-Stage Deep Learning Framework for Fine-Crack Segmentation in High-Resolution UAV Images for Bridge Inspection

Fine-crack segmentation in high-resolution UAV images of bridges is hindered by weak crack signals, complex backgrounds, and substantial computational demands. This study proposes a dual-stage framework combining lightweight grid-wise screening with graph-enhanced segmentation. CrackClsNet identifies candidate regions,...

An-Bin Yu, Wen-Sheng Mei, Da-Peng Zhu · 0 citations

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