Computer vision;
construction worker;
construction behavior;
construction site;
monitoring;
CONVOLUTIONAL NEURAL-NETWORK;
ACTION RECOGNITION;
SURVEILLANCE VIDEOS;
SAFETY;
EFFICIENT;
CLASSIFICATION;
IMPLEMENTATION;
EQUIPMENT;
INDUSTRY;
HEIGHT;
D O I:
10.1109/ACCESS.2024.3350773
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Construction workers' behaviors directly affects labor productivity and their own safety, thereby influencing project quality. Recognizing and monitoring the construction-related behaviors is therefore crucial for high-quality management and orderly construction site operation. Recent strides in computer vision technology suggest its potential to replace traditional manual supervision approaches. This paper explores research on monitoring construction workers' behaviors using computer vision. Through bibliometrics and content-based analysis, the authors present the latest research in this area from three perspectives: "Detection, Localization, and Tracking for Construction Workers," "Recognition of Workers' Construction Activities," and "Occupational Health and Safety Behavior Monitoring." In terms of the literature's volume, there has been a notable increase in this field. Notably, the focus on safety-related literature is predominant, underscoring the concern for occupational health. Vision algorithms have witnessed an increase in the utilization of object detection. The ongoing and future research trajectory is anticipated to involve multi-algorithm integration and an emphasis on enhancing robustness. Then the authors summarize the review from engineering impact and technical suitability, and analyze the limitations of current research from the perspectives of technical approaches and application scenarios. Finally, it discusses future research directions in this field together with generative AI models. Furthermore, the authors hope this paper can serves as a valuable reference for both scholars and engineers.
机构:
Seoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Seoul Natl Univ, Inst Construct & Environm Engn, 1 Gwanak Ro, Seoul, South KoreaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Kim, Jinwoo
Hwang, Jeongbin
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South KoreaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Hwang, Jeongbin
Chi, Seokho
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Seoul Natl Univ, Inst Construct & Environm Engn, 1 Gwanak Ro, Seoul, South KoreaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Chi, Seokho
Seo, JoonOh
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
机构:
Chung Ang Univ, Dept Architectural Engn, 84 Heukseok Ro, Seoul 06974, South KoreaChung Ang Univ, Dept Architectural Engn, 84 Heukseok Ro, Seoul 06974, South Korea
机构:
Hohai Univ, Business Sch, Nanjing, Peoples R China
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Li, Hongyang
Liu, Mujun
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Liu, Mujun
Deng, Yichuan
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Deng, Yichuan
Ou, Zhibin
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Ou, Zhibin
Talebian, Nima
论文数: 0引用数: 0
h-index: 0
机构:
Bond Univ, Fac Soc & Design, 14 Univ Dr, Robina, Qld 4226, AustraliaHohai Univ, Business Sch, Nanjing, Peoples R China
Talebian, Nima
Skitmore, Martin
论文数: 0引用数: 0
h-index: 0
机构:
Bond Univ, Fac Soc & Design, 14 Univ Dr, Robina, Qld 4226, AustraliaHohai Univ, Business Sch, Nanjing, Peoples R China
Skitmore, Martin
Ge, Ye
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Business Sch, Nanjing, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
机构:
Seoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Seoul Natl Univ, Inst Construct & Environm Engn, 1 Gwanak Ro, Seoul, South KoreaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Kim, Jinwoo
Hwang, Jeongbin
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South KoreaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Hwang, Jeongbin
Chi, Seokho
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Seoul Natl Univ, Inst Construct & Environm Engn, 1 Gwanak Ro, Seoul, South KoreaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
Chi, Seokho
Seo, JoonOh
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaSeoul Natl Univ, Dept Civil & Environm Engn, 1 Gwanak Ro, Seoul, South Korea
机构:
Chung Ang Univ, Dept Architectural Engn, 84 Heukseok Ro, Seoul 06974, South KoreaChung Ang Univ, Dept Architectural Engn, 84 Heukseok Ro, Seoul 06974, South Korea
机构:
Hohai Univ, Business Sch, Nanjing, Peoples R China
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Li, Hongyang
Liu, Mujun
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Liu, Mujun
Deng, Yichuan
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Deng, Yichuan
Ou, Zhibin
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China
Ou, Zhibin
Talebian, Nima
论文数: 0引用数: 0
h-index: 0
机构:
Bond Univ, Fac Soc & Design, 14 Univ Dr, Robina, Qld 4226, AustraliaHohai Univ, Business Sch, Nanjing, Peoples R China
Talebian, Nima
Skitmore, Martin
论文数: 0引用数: 0
h-index: 0
机构:
Bond Univ, Fac Soc & Design, 14 Univ Dr, Robina, Qld 4226, AustraliaHohai Univ, Business Sch, Nanjing, Peoples R China
Skitmore, Martin
Ge, Ye
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Business Sch, Nanjing, Peoples R ChinaHohai Univ, Business Sch, Nanjing, Peoples R China