REAL-TIME OBJECT DETECTION FOR AUTOMATED CONSTRUCTION MATERIAL MANAGEMENT

Authors

  • Aqeel Ahmad School of Computer Science, Minhaj University Lahore, Punjab, Pakistan
  • *Gulzar Ahmad School of Computer Science, Minhaj University Lahore, Punjab, Pakistan
  • Khalid Masood School of Computer Science, Minhaj University Lahore, Punjab, Pakistan
  • Zahid Hasan Department of Computer Science, National College of Business Administration & Economics, Lahore, Pakistan
  • Muhammad Mudassar Naveed School of Computer Science, Minhaj University Lahore, Punjab, Pakistan
  • Muhammad Sajjad School of Computer Science, Minhaj University Lahore, Punjab, Pakistan
  • Adeel Khan School of Computer Science, Minhaj University Lahore, Punjab, Pakistan
  • Arslan Ejaz School of Computer Science, Minhaj University Lahore, Punjab, Pakistan

Abstract

Object detection in construction sites is now replacing traditional methods of quality control and material management. Artificial Intelligence (AI)-driven systems are now being used to detect objects, classify them, and evaluate construction materials using deep learning algorithms. These algorithms enhance the material quality assurance of operational activities. Conventional methods for construction materials are time-consuming, labor-intensive, and prone to error. While the AI-driven approaches are flexible, scalable, and reduce the cost of achieving high accuracy. This study shows the innovative role of object detection in the construction materials industry, emphasizing its benefits, applications, challenges, and future potential. This study proposes the use of a Deep learning -based model, Yolov11, which enhances the capability of real-time object detection by offering a high overall accuracy of 94.3 % precision of 96.3%, thereby enhancing the automated construction site monitoring and construction material management.

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Published

2025-03-31