一个系统的立体相机校准策略:利用拉丁式超立方体采样和实验方法的全因数设计
Yanan Hao1,2, Vin Cent Tai2, Yong Chai Tan2
1Department of Electronic Engineering, Taiyuan Institute of Technology, Taiyuan 030008, China.
Sensors (Basel, Switzerland)
|October 14, 2023
概括
优化摄像头校准包括为板图像找到理想的距离和角度. 新的方法显著降低了立体摄像机的再投影误差 (εRP),提高了对象检测和距离的准确性.
科学领域:
- 计算机视觉 计算机视觉
- 机器人技术 机器人技术 机器人技术
- 计量学 计量学 计量学
背景情况:
- 精确的摄像头校准对于立体视觉应用至关重要.
- 反射误差 (εRP) 是校准质量的一个关键指标.
- 优化校准参数可以提高效率和准确性.
研究的目的:
- 通过确定最佳距离和角度来捕获校准图像来优化相机校准.
- 调查影响再投射误差 (εRP) 的因素.
- 为了提高立体相机的校准效率和准确性.
主要方法:
- 采用张的相机校准方法.
- 使用了2k全因子分析和拉丁超立方体采样 (LHS).
- 开发了三种校准方法,重点关注距离 (D,H,V) 和方向 (R,P,Y) 因素.
主要成果:
- 距离因素D是最有影响的;H和V几乎同样有影响.
- 导向因素P和R是最有影响的.
- 与单独使用张的方法相比,A,B和C方法分别减少了25%,24%和34%的eRP.
- 方法C产生了最低的 εRP,但需要更多的图像.
结论:
- 距离和方向因素显著影响立体相机校准准确度.
- 拟议的方法可以提高对象检测和距离等应用的校准准确性.
- 推C方法用于要求再投射误差最小的应用程序.
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