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Ca: Simple and Accurate LiDAR-RGB Calibration Using Small Common Markers
Emanuele Giacomini1, Leonardo Brizi1, Luca Di Giammarino1
1Department of Computer, Control, and Management Engineering "Antonio Ruberti", Sapienza University of Rome, 00185 Rome, Italy.
Sensors (Basel, Switzerland)
|February 10, 2024
Summary
This study introduces a simpler method for calibrating LiDAR and RGB sensors using standard checkerboard targets. This approach enhances sensor fusion accuracy without complex equipment, even in unconstrained environments.
Area of Science:
- Robotics
- Computer Vision
- Sensor Fusion
Background:
- Accurate sensor fusion requires precise knowledge of relative sensor positions.
- Current LiDAR-RGB calibration methods often need complex targets, limiting usability in diverse environments.
Purpose of the Study:
- To develop a robust and simple LiDAR-RGB calibration method using common targets.
- To reduce human intervention in the calibration process.
Main Methods:
- Exploiting the flatness of a standard A3 chessboard target.
- Establishing correspondences between LiDAR and RGB sensor measurements.
- Utilizing nonlinear optimization for relative pose estimation.
Main Results:
- Achieved robust feature extraction from sparse LiDAR data.
- Demonstrated calibration performance on par with or superior to existing methods.
- Validated the approach through quantitative and comparative experiments.
Conclusions:
- The proposed method offers an effective and simplified solution for LiDAR-RGB calibration.
- This technique is suitable for scenarios where complex calibration targets are impractical.
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