Impact of loss functions on semantic segmentation in far‐field monitoring

• Published in: Computer-aided civil and infrastructure engineering Vol. 38; no. 3; pp. 372 - 390
• Main Authors: Chern, Wei‐Chih, Nguyen, Tam V., Asari, Vijayan K., Kim, Hongjo
• Format: Journal Article
• Language: English
• Published: Hoboken Wiley Subscription Services, Inc 01.02.2023
• Subjects: Artificial neural networks; Construction sites; Harnesses; Hooks; Monitoring; Semantic segmentation; Straps

Although previous research laid the foundation for vision‐based monitoring systems using convolutional neural networks (CNNs), too little attention has been paid to the challenges associated with data imbalance and varying object sizes in far‐field monitoring. To fill the knowledge gap, this paper i...