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Keywords: 360° imagery
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Journal Articles
Real-world evaluation of automated defect detection in masonry bridges using 360° imagery with machine learning
Available to Purchase
Journal:
Construction Innovation
Construction Innovation: Information Process Management 1–23.
Published: 23 February 2026
... and real-world settings, using high-resolution 360° imagery. Design/methodology/approach Expert-annotated imagery was categorised into six defect types, with SMOTE oversampling applied to mitigate class imbalance. Four widely used architectures, EfficientNet, Swin Transformer, ConvNeXt and Azure...
