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1 INTRODUCTION Deep learning (DL) methods have achieved state-of-the-art (SOTA) performance in segmentation tasks across a wide variety of practical domains, including pavement distress (Tong et al., 2023), defects (Midwinter et al., 2023), and cracks (Zhou et al., 2023) detection and far-field monitoring (Chern et al., 2023).
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