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Robust and Accurate Hand-Eye Calibration Method Based on Schur Matric Decomposition
Jinbo Liu1, Jinshui Wu2, And Xin Li3
1Hypervelocity Aerodynamics Institute, Chinese Aerodynamics Research and Development Center, Mianyang 621000, China. liujinbo1988@hotmail.com.
Sensors (Basel, Switzerland)
|October 19, 2019
Summary
This study introduces a Schur decomposition-based hand-eye calibration method. It enhances robustness by effectively preprocessing observation data and detecting outliers, improving accuracy.
Area of Science:
- Robotics
- Computer Vision
- Calibration Techniques
Background:
- Hand-eye calibration accuracy relies heavily on observation data quality.
- Traditional methods often struggle with data preprocessing and outlier detection.
- Robustness is a key challenge in achieving reliable hand-eye calibration.
Purpose of the Study:
- To propose a novel hand-eye calibration method using Schur decomposition.
- To enhance the accuracy and robustness of hand-eye calibration through improved data preprocessing.
- To address the fundamental problem of outlier detection in observation data.
Main Methods:
- A Schur decomposition-based approach for solving rotation and translation parameters.
- A two-step process: first solving rotation, then translation.
- Development of a discriminant equation for outlier detection based on Schur decomposition.
Main Results:
- Achieved prediction errors of 0.06 arcmin for rotation and 1.01 mm for translation.
- Demonstrated significantly improved performance in outlier detection compared to traditional methods.
- Validated the method's effectiveness through both simulations and experimental results.
Conclusions:
- The proposed Schur decomposition method offers improved accuracy and robustness in hand-eye calibration.
- Effective outlier detection via a discriminant equation enhances data quality and reliability.
- The method provides a minimal configuration for achieving a unique solution.
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