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A systematic review and evaluation of synthetic simulated data generation strategies for deep learning applications in construction
L Xu, H Liu, B ** using feature fusion and large vision models
Although poor housekee** leads to construction accidents, there is limited technological
research on it. Existing methods for detecting poor housekee** face many challenges …
research on it. Existing methods for detecting poor housekee** face many challenges …
Deep learning without human labeling for on-site rebar instance segmentation using synthetic BIM data and domain adaptation
TW Huang, YH Chen, JJ Lin, CS Chen - Automation in Construction, 2025 - Elsevier
On-site rebar inspection is crucial for structural safety but remains labor-intensive and time-
consuming. While deep learning presents a promising solution, existing research often …
consuming. While deep learning presents a promising solution, existing research often …
Hybrid Data Augmentation for Enhanced Crack Detection in Building Construction
SM Choi, HS Cha, S Jiang - Buildings, 2024 - mdpi.com
Quality management in construction projects necessitates early defect detection, traditionally
conducted manually by supervisors, resulting in inefficiencies and human errors. Addressing …
conducted manually by supervisors, resulting in inefficiencies and human errors. Addressing …
[HTML][HTML] Generating Synthetic Images for Construction Machinery Data Augmentation Utilizing Context-Aware Object Placement
Dataset is an essential factor influencing the accuracy of computer vision (CV) tasks in
construction. Although image synthesis methods can automatically generate substantial …
construction. Although image synthesis methods can automatically generate substantial …
A Voxel-Based 3D reconstruction and action recognition method for construction workers
J Zhang, D Wang, X An, M Lv, D Chen, A Sun - Advanced Engineering …, 2025 - Elsevier
Workers are critical yet unpredictable elements on construction sites, with their actions
significantly impacting safety and productivity. Recognizing these actions is essential for …
significantly impacting safety and productivity. Recognizing these actions is essential for …