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An Improvement of Pose Measurement Method Using Global Control Points Calibration
Changku Sun1, Pengfei Sun1, Peng Wang2
1State Key Laboratory of Precision Measuring Technology and Instruments, Tianjin University, Tianjin, China.
Global Control Point Calibration (GCPC) reduces vision-based pose measurement errors in large ranges. This method effectively minimizes errors for accurate pose estimation in complex environments.
Area of Science:
- Computer Vision
- Metrology
- Robotics
Background:
- Vision-based pose measurement is crucial in complex environments.
- Existing methods suffer from significant errors that increase with measurement range.
- High accuracy is required for large-scale pose measurement applications.
Purpose of the Study:
- To propose a novel solution for reducing measurement errors in vision-based pose estimation.
- To enhance the accuracy of pose measurement across large ranges.
- Introduce Global Control Point Calibration (GCPC) as an optimized method.
Main Methods:
- Developed Global Control Point Calibration (GCPC) by optimizing existing visual pose measurement techniques.
- Differentiated measurement errors into control point error and control space error.
- Implemented global control points and object pose error calibration to process these errors.
Main Results:
- GCPC effectively eliminates control point errors and minimizes control space errors.
- Experimental results on moving targets show Root Mean Square (RMS) errors of 0.175° (yaw), 0.189° (pitch), and 0.159° (roll).
- Demonstrated stable and effective performance of the GCPC method.
Conclusions:
- GCPC significantly improves the accuracy of vision-based pose measurement, especially over large ranges.
- The proposed method offers a robust solution for applications demanding high precision pose estimation.
- GCPC provides a stable and effective approach to overcome limitations of traditional methods.
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