A symmetric dual stream deep learning model with a shared encoder and topological attention gate for crack segmentation

Keyword: F1 Score

Publisher: Nature.com

Published: Oct 8, 2026

Semantic crack segmentation is an important task in the automated inspection of civil structures, but preserving crack continuity, connectivity, and structural consistency remains challenging for con… [+870 chars]

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