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This article discusses the growing use of big data and machine/deep learning in the construction industry, highlighting its potential to improve efficiency, safety, and sustainability. The Special Issue invites submissions of original research and review articles on topics such as point cloud and remotely sensed imagery, semantic segmentations, computer vision, and monitoring of structures and geohazards. Interdisciplinary contributions are encouraged, and submissions can be made online through the journal’s website.