Specific defect detection for efficient building maintenance

Mengqi Cheng

doi:10.1016/j.jobe.2025.113710

Specific defect detection for efficient building maintenance

2025-08-18

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Prof. LI Qing (Qing Li)

DOI：10.1016/j.jobe.2025.113710

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Abstract

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• Proposes a novel defect detection task that focuses on identifying specific defects in buildings based on textual descriptions. • Develops a new dataset with annotated text–image pairs, enhancing research in multimodal defect detection. • Designs a multimodal query-based model integrating object, image, and text queries for precise defect localization. • Experimental results demonstrate significant improvements over existing methods in defect identification accuracy.

Keywords:

defect detection

multimodal learning

text-image pairs

precise localization

building inspection

Specific defect detection for efficient building maintenance

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