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드론 및 비전 프로세싱 기술을 활용한 디지털 건설현장 관리에 대한 연구
서민조 ( Seo Min Jo ),박경규 ( Park Kyung Kyu ),이승빈 ( Lee Seung Been ),김시욱 ( Kim Si Uk ),최원준 ( Choi Won Jun ),김치경 ( Kim Chee Kyeung ) 한국건축시공학회 2023 한국건축시공학회 학술발표대회 논문집 Vol.23 No.2
Construction site management involves overseeing tasks from the construction phase to the maintenance stage, and digitalization of construction sites is necessary for digital construction site management. In this study, we aim to conduct research on object recognition at construction sites using drones. Images of construction sites captured by drones are reconstructed into BIM (Building Information Modeling) models, and objects are recognized after partially rendering the models using artificial intelligence. For the photorealistic rendering of the BIM models, both traditional filtering techniques and the generative adversarial network (GAN) model were used, while the YOLO (You Only Look Once) model was employed for object recognition. This study is expected to provide insights into the research direction of digital construction site management and help assess the potential and future value of introducing artificial intelligence in the construction industry.