Publications

2026

1. 

   Beyond Cracks: Synthetic Image and Geometry Generation for Computer Vision Detection and Severity Assessment of Diverse Concrete Surface Defects

   Shun-Hsiang Hsu and Mani Golparvar-Fard

   Automation in Construction, 2026

   Under review

   Website

2025

1. 

   Self-Evaluation of Single and Multi-Agent LLMs as Assistants in Inspection Reporting Workflows

   Shun-Hsiang Hsu, Yoonhwa Jung, Junryu Fu, and 1 more author

   In Joint CSCE Construction Specialty & CRC Conference, 2025

2024

1. 

   VisualSiteDiary: A detector-free Vision-Language Transformer model for captioning photologs for daily construction reporting and image retrievals

   Yoonhwa Jung, Ikhyun Cho, Shun-Hsiang Hsu, and 1 more author

   Automation in Construction, 2024

2. 

   VL-Con: Vision-Language Dataset for Deep Learning-based Construction Monitoring Applications

   Shun-Hsiang Hsu, Junryu Fu, and Mani Golparvar-Fard

   In ISARC. Proceedings of the International Symposium on Automation and Robotics in Construction, 2024

3. 

   Requirements for Parametric Design of Physics-Based Synthetic Data Generation for Learning and Inference of Defect Conditions

   Shun-Hsiang Hsu and Mani Golparvar-Fard

   In Construction Research Congress 2024, 2024

2023

1. 

   Defect inspection of indoor components in buildings using deep learning object detection and augmented reality

   Shun-Hsiang Hsu, Ho-Tin Hung, Yu-Qi Lin, and 1 more author

   Earthquake Engineering and Engineering Vibration, 2023

2022

1. 

   Impacts of label quality on performance of steel fatigue crack recognition using deep learning-based image segmentation

   Chia-Ming Chang, Shun-Hsiang Hsu, and Ting-Wei Chang

   Smart Structures and Systems, An International Journal, 2022

2020

1. 

   Concrete surface crack segmentation based on deep learning

   Shun-Hsiang Hsu, Ting-Wei Chang, and Chia-Ming Chang

   In European Workshop on Structural Health Monitoring, 2020