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Can I read Vision-Based Productivity Monitoring of Tower Crane Operations during Curtain Wall Installation Using a Database-Free Approach on EtoBox?
Vision-Based Productivity Monitoring of Tower Crane Operations during Curtain Wall Installation Using a Database-Free Approach by Insoo Jeong; Jeongbin Hwang; Junghoon Kim; Seokho Chi; Bon-Gang Hwang; Jinwoo Kim is a Engineering article available to read on EtoBox.
What is Vision-Based Productivity Monitoring of Tower Crane Operations during Curtain Wall Installation Using a Database-Free Approach about?
Tower cranes are generally used in modern construction projects due to their exclusive and flexible performance for material transportation in complex workspaces. Although traditional deep learning vision-based methods have proven their effectiveness in construction site monitoring, a shortage of realistic training images and inefficiencies in them have been an obstacle in achieving effective tower crane monitoring. To deal with this issue, this paper presents a database-free approach for timely productivity monitoring of tower crane operations. Using a synthetic model, the authors construct a research framework to effectively generate training images on deep learning-powered object detection. Additionally, an enhanced tracking algorithm collaborating with unsupervised clustering-driven postprocessing enables stable performance for tracking resources. Further, logical ontology-based activity recognition constructed on domain-specific knowledge takes place to estimate time-to-time operation of the tower crane. The curtainwall installation was selected to represent the dynamicity and variability of tower crane operations for which it has been difficult to apply traditional deep learn
Who reads Vision-Based Productivity Monitoring of Tower Crane Operations during Curtain Wall Installation Using a Database-Free Approach?
It is typically read by researchers, students, and practitioners in Engineering.
- Author
- Insoo Jeong; Jeongbin Hwang; Junghoon Kim; Seokho Chi; Bon-Gang Hwang; Jinwoo Kim
- Publisher
- American Society of Civil Engineers (ASCE)
- Published
- 2023
- Language
- EN
- Field
- Engineering (Physical Sciences)