Smart Structures and Systems
Volume 36, Number 5, 2025, pages 253-263
DOI: 10.12989/sss.2025.36.5.253
Markerless LED-based geometric calibration for high-precision image acquisition in structural inspection
Jinho Song, Sangmok Lee, Jaewon Park, In-Ho Kim and Sungsik Yoon
Abstract
This study proposes an image acquisition system that aims to correct geometric distortion of images for the structure inspection. The proposed system is composed of main camera, l􀵴ght-em􀵴tt􀵴ng d􀵴ode module, the displacement sensor, and the movement system. Most images taken in the industrial environment are typically distorted, which increase difficulty of damage inspection. Thus, calibration procedure is required to correct distortion. However, two main problems remain: (1) most existing studies focus on lens distortion without considering geometric distortions caused by camera angles, and (2) most image acquisition systems rely on markers such as checkerboard, which increase inconvenience. Therefore, the proposed image acquisition system is developed to ease these problems. The proposed system employs an LED module to project a specialized light pattern instead of using physical markers, and geometric calibration can be performed by selecting corner points of the projected pattern. Furthermore, the movement system supports linear movement up to 3000 mm and full 360° rotation, producing flexibility in experimental setups. Thus, experts are able to perform precise inspection with simple image preprocessing. Experiments are conducted in both indoor and outdoor environments, and results prove the effectiveness of the proposed image acquisition system by achieving better root mean square error.
Key Words
geometric calibration; image acquisition system; markerless LED; perspective transformation; structural inspections
Address
(1) Jinho Song, Jaewon Park, Sungsik Yoon:
Department of Artificial Intelligence, Hannam University, 70 Hannam-ro, Daejeon 34430, Republic of Korea;
(2) Sangmok Lee:
Dam Safety Management Center, Korea Water Resources Corporation (K-water), 200 Sintanjin-ro, Daejeon 34350, Republic of Korea;
(3) In-Ho Kim:
Department of Civil Engineering, Kunsan National University, 558 Daehak-ro, Kunsan 54150, Republic of Korea.