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提出一种新的用于精确可靠鱼眼镜头相机自标定的 AV 型测试台。

Proposed New AV-Type Test-Bed for Accurate and Reliable Fish-Eye Lens Camera Self-Calibration.

机构信息

Korea Institute of Civil Engineering and Building Technology, 283 Goyangdae-Ro, Ilsanseo-Gu, Goyang-Si 10223, Gyeonggi-Do, Korea.

Department of Civil and Environmental Engineering, Myongji University, 116 Myongji-Ro, Cheoin-Gu, Yongin 17058, Gyeonggi-Do, Korea.

出版信息

Sensors (Basel). 2021 Apr 14;21(8):2776. doi: 10.3390/s21082776.

DOI:10.3390/s21082776
PMID:33920063
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8071168/
Abstract

The fish-eye lens camera has a wide field of view that makes it effective for various applications and sensor systems. However, it incurs strong geometric distortion in the image due to compressive recording of the outer part of the image. Such distortion must be interpreted accurately through a self-calibration procedure. This paper proposes a new type of test-bed (the AV-type test-bed) that can effect a balanced distribution of image points and a low level of correlation between orientation parameters. The effectiveness of the proposed test-bed in the process of camera self-calibration was verified through the analysis of experimental results from both a simulation and real datasets. In the simulation experiments, the self-calibration procedures were performed using the proposed test-bed, four different projection models, and five different datasets. For all of the cases, the Root Mean Square residuals (RMS-residuals) of the experiments were lower than one-half pixel. The real experiments, meanwhile, were carried out using two different cameras and five different datasets. These results showed high levels of calibration accuracy (i.e., lower than the minimum value of RMS-residuals: 0.39 pixels). Based on the above analyses, we were able to verify the effectiveness of the proposed AV-type test-bed in the process of camera self-calibration.

摘要

鱼眼镜头相机具有广阔的视野,使其在各种应用和传感器系统中都非常有效。然而,由于图像外部部分的压缩记录,它会在图像中产生强烈的几何变形。这种变形必须通过自校准过程准确解释。本文提出了一种新型的测试平台(AV 型测试平台),可以实现图像点的平衡分布和方向参数之间的低相关性。通过对模拟和真实数据集的实验结果进行分析,验证了所提出的测试平台在相机自校准过程中的有效性。在模拟实验中,使用所提出的测试平台、四个不同的投影模型和五个不同的数据集进行了自校准程序。对于所有情况,实验的均方根残差(RMS 残差)都低于半像素。同时,使用两个不同的相机和五个不同的数据集进行了真实实验。这些结果显示出较高的校准精度(即低于 RMS 残差的最小值:0.39 像素)。基于以上分析,我们能够验证所提出的 AV 型测试平台在相机自校准过程中的有效性。

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本文引用的文献

1
Analysis of Fish-Eye Lens Camera Self-Calibration.鱼眼镜头相机自标定分析。
Sensors (Basel). 2019 Mar 10;19(5):1218. doi: 10.3390/s19051218.
2
MoCap: Real-time Mobile 3D Motion Capture with a Cap-mounted Fisheye Camera.运动捕捉:使用鱼眼相机的帽载式实时移动 3D 运动捕捉。
IEEE Trans Vis Comput Graph. 2019 May;25(5):2093-2101. doi: 10.1109/TVCG.2019.2898650. Epub 2019 Feb 15.
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A Backpack-Mounted Omnidirectional Camera with Off-the-Shelf Navigation Sensors for Mobile Terrestrial Mapping: Development and Forest Application.
一种用于移动地面测绘的、配备现成导航传感器的背包式全向相机:开发与森林应用
Sensors (Basel). 2018 Mar 9;18(3):827. doi: 10.3390/s18030827.
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Fisheye-Based Method for GPS Localization Improvement in Unknown Semi-Obstructed Areas.基于鱼眼的未知半遮挡区域GPS定位改进方法
Sensors (Basel). 2017 Jan 17;17(1):119. doi: 10.3390/s17010119.
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