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Machine Learning-Based Risk Analysis for Construction Worker Safety from Ubiquitous Site Photos and Videos
Publisher: ASCE
Abstract: This paper proposes a new method for single-worker severity level prediction from already collected site images and video clips. Onsite safety observers often assess workers’ severity levels during construction activities. ...
Video-Based Motion Trajectory Forecasting Method for Proactive Construction Safety Monitoring Systems
Publisher: ASCE
Abstract: Falls, struck-bys, and caught-in/betweens are among the most common types of fatal accidents on construction sites. Despite their significance, the majority of today’s accident prevention programs react passively to ...
Vision-Based Construction Worker Activity Analysis Informed by Body Posture
Publisher: ASCE
Abstract: Activity analysis of construction resources is generally performed by manually observing construction operations either in person or through recorded videos. It is thus prone to observer fatigue and bias and is of limited ...