Scalable and Accurate Crack Segmentation for Infrastructure Health Monitoring Using EfficientNetB0 and a Context-Aware Attention Mechanism
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Date
2026Author
Zaheer, Qasim
Ehsan, Haleema
Wang, Jin
Shah, Syed Rehan
Atta, Zunaira
Ai, Chengbo
Sajid, Abdul Hannan
Qiu, Shi
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AbstractIn response to the growing need for accurate and automated infrastructure assessment,
this study introduces a novel crack segmentation framework that combines an EfficientNetB0
encoder with an enhanced U-Net decoder augmented by contextual ...