13. Huang, T. W., Chen, Y. H., Lin, J. J.*, & Chen, C. S.* (2025). Deep learning without human labeling for on-site rebar instance segmentation using synthetic BIM data and domain adaptation. Automation in Construction, 171, 105953. (SCI) đź”—
12. Tsai, W. L., Le, P. L., Ho, W. F., Chi, N. W., Lin, J. J.*, Tang, S., & Hsieh, S. H. (2025). Construction safety inspection with contrastive language-image pre-training (CLIP) image captioning and attention. Automation in Construction, 169, 105863. (SCI) đź”—
11. Oktavianus, A., Chen, P. H.*, & Lin, J. J. (2024). Intelligent Post-Earthquake Building Recovery System: A Framework Combining BIM and Deep Learning. Journal of Building Engineering, 111366. (SCI) đź”—
10. Houng, S. C., Pal, A., & Lin, J. J.* (2024). 4D BIM and Reality Model–Driven Camera Placement Optimization for Construction Monitoring. Journal of Construction Engineering and Management, 150(6), 04024045. (SCI) 🔗
9. Liang, C. J., Le, T. H., Ham, Y., Mantha, B. R., Cheng, M. H., & Lin, J. J.* (2024). Ethics of artificial intelligence and robotics in the architecture, engineering, and construction industry. Automation in Construction, 162, 105369. (SCI) đź”—
8. Chang, C. C., Huang, T. W., Chen, Y. H., Lin, J. J., & Chen, C. S. (2024). Autonomous dimensional inspection and issue tracking of rebar using semantically enriched 3D models. Automation in Construction, 160, 105303. (SCI) đź”—
7. Pal, A., Lin, J. J.*, Hsieh, S. H., & Golparvar-Fard, M. (2024). Activity-level construction progress monitoring through semantic segmentation of 3D-informed orthographic images. Automation in Construction, 157, 105157. (SCI) đź”—
6. Wang, T. H., Pal, A., Lin, J. J.*, & Hsieh, S. H. (2023). Construction Photo Localization in 3D Reality Models for Vision-Based Automated Daily Project Monitoring. Journal of Computing in Civil Engineering, 37(6), 04023029. (SCI) đź”—
5. Pal, A., Lin, J. J.*, Hsieh, S. H., & Golparvar-Fard, M. (2023). Automated vision-based construction progress monitoring in built environment through digital twin. Developments in the Built Environment, 100247. (SCI) đź”—
4. Wang, Y., Tang, P., Liu, K., Cai, J., Ren, R., Lin, J. J., … & Golparvar Fard, M. (2023). Characterizing data sharing in civil infrastructure engineering: Current practice, future vision, barriers, and promotion strategies. Journal of Computing in Civil Engineering, 37(2), 04023001. (SCI) 🔗
3. Tseng, P. Y., Lin, J. J., Chan, Y. C., & Chen, A. Y. (2022). Real-time indoor localization with visual SLAM for in-building emergency response. Automation in Construction, 140, 104319. (SCI) đź”—
2. Lin, J. J.*, Ibrahim, A., Sarwade, S., & Golparvar-Fard, M. (2021). Bridge inspection with aerial robots: Automating the entire pipeline of visual data capture, 3D mapping, defect detection, analysis, and reporting. Journal of Computing in Civil Engineering, 35(2), 04020064. (SCI) đź”—
1. Lin, J. J.*, & Golparvar-Fard, M. (2021). Visual and virtual production management system for proactive project controls. Journal of Construction Engineering and Management, 147(7), 04021058. (SCI) đź”—
Conference Papers
31. Le, P.-L., Lin, Jacob J. (2024). Technical Requirements for Applying Digital Technologies in Monitoring Unsafe Activities during the Construction Phase. In International conference on construction engineering and project management (pp. 431-438). Korea Institute of Construction Engineering and Management. đź”—
30. Le, T.-H., & Lin Jacob, J. (2024). Reality and BIM Model-Driven Near-Miss Alerting Framework for Construction Equipment Using AR Interface. In Computing in Civil Engineering 2023 (pp. 257-265). đź”—
29. Le, T.-H., & Lin, J. J. (2024). An On-site and Off-site Collaborative Safety Monitoring Framework using Augmented and Virtual Reality for Nearmiss Incidents. In International conference on construction engineering and project management (pp. 909-916). Korea Institute of Construction Engineering and Management. đź”—
28. Cheng, H.-E., Le, T.-H., & Lin Jacob, J. (2024). Multi-User Mixed-Reality Collaboration Framework for Onsite MEP Coordination. In Construction Research Congress 2024 (pp. 329-338). đź”—
27. KHOSIIN, M. W., LIN, J. J., & Chuin-Shan, C. (2024). Worker Accountability in Computer Vision for Construction Productivity Measurement: A Systematic Review. In International conference on construction engineering and project management (pp. 775-782). Korea Institute of Construction Engineering and Management. đź”—
26. Oktavianus, A., Chen, P.-H., Lin, J. J., & Chang, L.-M. (2024, June 2024). Optimizing Post-Earthquake Building Recovery Management: A Synergistic Approach Using BIM, Computer Vision, and GIS. The 28th Symposium on Construction Engineering and Management / International Conference, Yunlin, Taiwan.
25. Le, P. L., & Lin, J. J. (2023). Building Elements and Activities Taxonomy for Task-level Monitoring using Construction Standards and Classifications. The 34th KKHTCNN Symposium on Civil Engineering, November 23-24, Pattaya, Thailand.
24. Pal, A., Lin, J. J., and S. H. Hsieh (2023). “Automatic Alignment of Project Schedules and Reality Models for Construction Progress Updates,” Proceedings of ASCE International Conference on Computing in Civil Engineering (i3CE 2023), June 25-28, 2023, Corvallis, OR, USA.
23. Le, T. H. and Lin, J. J. (2023). “Reality and BIM model-driven near-miss alerting framework for construction equipment using AR interface,” Proceedings of ASCE International Conference on Computing in Civil Engineering (i3CE 2023), June 25-28, 2023, Corvallis, OR, USA.
22. Lin, P. C., Lin, J. J., and S. H. Hsieh (2023). “Construction Site Scaffolding Completeness Detection Based on Mask RCNN and Hough Transform,” Proceedings of the 30th European Group for Intelligent Computing in Engineering (EG-ICE 2023), July 4-7, 2023, London, UK, 235-244.
21. Yu, P., Cheng, P.C., Lin, J. J. and Wang, L. (2023). “Estimating Urban Heat Island Effect through Building Façade System and Form Detection on Street View and Aerial Images,” Proceedings of the 30th European Group for Intelligent Computing in Engineering (EG-ICE 2023), July 4-7, 2023, London, UK, 235-244.
20. Singh, A. K., A. Pal, P. Kumar, Lin, J. J., and S. H. Hsieh (2023). “Prospects of Integrating BIM and NLP for Automatic Construction Schedule Management,” Proceedings of the 40th International Symposium on Automation and Robotics in Construction (ISARC 2023), July 4-7, 2023, Chennai, India, 238-245.
19. Le, P. L., & Lin, J. J. (2023). Systematic Visual Data Capture Plans for Construction Monitoring using BIM. The 27th Conference on Construction Engineering and Management, July 13, Hsinchu, Taiwan (pp. 113).
18. Lin, Z. J., and Lin, J. J. (2023). Automated Alignment Between Issue Tracking Items and Schedule Activities Using Rule-based and Learning Approaches. The 27th Conference on Construction Engineering and Management, July 13, Hsinchu, Taiwan (pp. 113).
17. Pal, A., Lin, J. J., and S. H. Hsieh (2022). “Automated Construction Progress Monitoring of Partially Completed Building Elements Leveraging Geometry Modeling and Appearance Detection with Deep Learning,” Proceedings of ASCE Construction Research Congress 2022, March 9-12, 2022, Arlington, Virginia, USA, 708-717.
16. Yu, P., Tseng, M., and Lin, J. J. (2022) “Computer Vision-Driven Building Energy Modeling Framework for Post-Occupant Interior Energy Consumption”. In Construction Research Congress (pp. 1058-1066).
15. Lai, Y. H., Lin, J. J., and S. H. Hsieh (2022). “Falling from Height Prevention Framework with BIM and Semantic Point Cloud,” Proceedings of the 26th Symposium on Construction Engineering and Management, Paper No. 159, July 22, 2022, Taoyuan, Taiwan.
14. Tsai, W. L., Lin, J. J., and S. H. Hsieh (2022). “Construction Safety Inspection Framework Using Image Captioning,” Proceedings of the 26th Symposium on Construction Engineering and Management, Paper No. 162, July 22, 2022, Taoyuan, Taiwan.
13. Tseng, M. and Lin, J. J. (2022). “Reality modeling framework for building plug load electricity consumption,” Proceedings of the 26th Symposium on Construction Engineering and Management, July 22, 2022, Taoyuan, Taiwan.
12. Seau, C. and Lin, J. J. (2022). “Using point cloud and 4D BIM to optimize onsite fixed camera location for construction monitoring,” Proceedings of the 26th Symposium on Construction Engineering and Management, July 22, 2022, Taoyuan, Taiwan.
11. Shih, C., T.H. Le and Lin, J. J. (2022). “BIM Model Requirements for Construction Monitoring Tasks with Augmented Reality,” Proceedings of the 26th Symposium on Construction Engineering and Management, July 22, 2022, Taoyuan, Taiwan.
10. Lin, T. and Lin, J. J. (2022). “Construction task execution guide leveraging 3D-Rich semantic map and mixed reality,” Proceedings of the 26th Symposium on Construction Engineering and Management, July 22, 2022, Taoyuan, Taiwan.
9. Wang, W. and Lin, J. J. (2022). “Building layout optimization framework using generative adversarial network for illuminance distribution analysis,” Proceedings of the 26th Symposium on Construction Engineering and Management, July 22, 2022, Taoyuan, Taiwan.
8. Wang, T. H., Lin, J. J., S. H. Hsieh (2021). “Monocular and Stereo Camera Image Localization Framework Using Deep Learning for Construction Monitoring,” Proceedings of the 25th Symposium on Construction Engineering and Management, Paper No. 94, July 16, 2021, Taipei, Taiwan.
7. Pal, A., Lin, J. J., and S. H. Hsieh (2021). “Semantic Segmentation of Superpixels for Vision-based Automated Construction Progress Reporting,” Proceedings of the 25th Symposium on Construction Engineering and Management, Paper No. 141, July 16, 2021, Taipei, Taiwan.
6. Pal, A., T. H. Wang, Lin, J. J., and S. H. Hsieh (2021). “A Framework for Vision-based Progress Monitoring through Localization and Analysis of Unorganized Onsite Photographs,” Proceedings of the 26th Conference on Computer Applications in Civil and Hydraulic Engineering (CCACHE 2021), Paper No. 78, August 30-31, 2021, Taoyuan City, Taiwan.
5. Hung,D. D. and Lin, J. J. (2021). “Using Image-based Point Cloud to Improve Facility Management Process of Existing Building,” Proceedings of the 25th Symposium on Construction Engineering and Management, Paper No. 120, July 16, 2021, Taipei, Taiwan.
4. Yu, P.C. and Lin, J. J. (2021). “Framework of Using As-built Models to Simulate Energy Consumption for Existing Buildings,” Proceedings of the 25th Symposium on Construction Engineering and Management, Paper No. 120, July 16, 2021, Taipei, Taiwan.
3. Wu, Y.R., Chuang K.Y., Lin, J. J. and H.P. Tserng (2021). “Incorporating lean principles into ISO19650 for information management in turnkey projects,” Proceedings of the 25th Symposium on Construction Engineering and Management, Paper No. 120, July 16, 2021, Taipei, Taiwan.
2. Pal, A., Lin, J.J. and Hsieh, S-H. (2021). A Framework for Automated Daily Construction Progress Monitoring Leveraging Unordered Site Photographs, The 2021 ASCE International Conference on Computing in Civil Engineering (i3CE2021), Orlando, U.S., September 12-14, 2021.
1. Lin, J.J., Ibrahim, A., Sarwade, S., Golparvar-Fard, M., Nitta, Y., Moirkawa, H. and Fukuchi, Y. (2020). Bridge Inspection with Aerial Robots and Computer Vision: A Japanese National Initiative. In ISARC. Proceedings of the International Symposium on Automation and Robotics in Construction (Vol. 37, pp. 1598-1605). IAARC Publications.
Others
3. Le, T. H., Shih, Y. T., & Lin, J. J. (2024). Schedule-Driven BIM Model Breakdown Framework for Construction Monitoring with Augmented Reality. In Digitalization in Construction (pp. 60-74). Routledge.
2. Lin, J.J., Golparvar-Fard, M.. Construction Progress Monitoring Using Cyber Physical System. Cyber-Physical System in Construction.. 2020.
1. Lin, J.J., Golparvar-Fard, M. . Visual and virtual progress monitoring in Construction 4.0. Construction 4.0: An Innovation Platform for the Built Environment (ISBN: 9780429398100). Abingdon, United Kingdom: Routledge. 2020.
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