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The technical challenges of machine vision in pavement construction are:
Lighting and Environmental Conditions:
Lighting conditions play a crucial role in determining the quality and reliability of image-based texture detection systems.
Speed and Real-Time Processing:
Another major challenge lies in achieving high-speed, real-time processing for road surface monitoring within dynamic traffic conditions.
Data Labeling and Model Generalization:
Machine learning and deep learning models typically require substantial amounts of labeled data for effective training.
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IEEE/ICACT20260211 Slide.10
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