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Published on: March 6, 2013
Extrinsic Calibration between a Camera and a 2D Laser Rangefinder using a Photogrammetric Control Field
Jia Fan1, Yuchun Huang2, Jie Shan3
1School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079, China. fanjia@whu.edu.cn.
Precise camera and laser rangefinder (LRF) calibration is crucial for robotics. This study introduces a novel, single-shot method using a photogrammetric control field for accurate extrinsic calibration, improving 3D scene reconstruction.
Area of Science:
- Robotics and Computer Vision
- Sensor Fusion and Calibration
Background:
- Camera and 2D laser rangefinder (LRF) systems are vital for 3D scene reconstruction in robotics, mapping, and autonomous driving.
- Data misregistration due to imprecise sensor alignment hinders accurate 3D geometry and color texture acquisition.
- Robust extrinsic calibration is essential for reliable sensor fusion.
Purpose of the Study:
- To develop a robust and accurate single-shot extrinsic calibration method for camera-LRF systems.
- To decouple sensor calibration by utilizing a common reference, a photogrammetric control field.
- To enhance the precision of 3D data acquisition in applications like robotics and autonomous driving.
Main Methods:
- A photogrammetric control field was employed as a common reference for sensor calibration.
- The laser rangefinder (LRF) was calibrated to the control field using a simplified perspective-three-point (P3P) algorithm with room corners.
- The camera's extrinsic parameters were determined using numerous control points within the field.
- Calibration was validated using both simulated and real-world datasets.
Main Results:
- The proposed method achieves accurate and precise extrinsic calibration between the camera and LRF in a single shot.
- The calibration demonstrated robustness against varying noise levels in sensor data.
- Experimental results confirmed the effectiveness of the decoupled calibration approach.
Conclusions:
- The photogrammetric control field facilitates accurate and robust single-shot extrinsic calibration for camera-LRF systems.
- The validated calibration parameters are suitable for both indoor and outdoor applications.
- This method significantly improves the reliability of 3D scene reconstruction in robotics and autonomous systems.
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