Paolillo Gerardo, Astarita Tommaso
IEEE Trans Pattern Anal Mach Intell. 2022 Jun;44(6):3185-3196. doi: 10.1109/TPAMI.2020.3046467. Epub 2022 May 5.
Camera calibration is among the most challenging aspects of the investigation of fluid flows around complex transparent geometries, due to the optical distortions caused by the refraction of the lines-of-sight at the solid/fluid interfaces. This work presents a camera model which exploits the pinhole-camera approximation and represents the refraction of the lines-of-sight directly via Snell's law. The model is based on the computation of the optical ray distortion in the 3D scene and dewarping of the object points to be projected. The present procedure is shown to offer a faster convergence rate and greater robustness than other similar methods available in the literature. Issues inherent to estimation of the refractive extrinsic and intrinsic parameters are discussed and feasible calibration approaches are proposed. The effects of image noise, volume size of the control point grid and number of cameras on the calibration procedure are analyzed. Finally, an application of the camera model to the 3D optical velocimetry measurements of thermal convection inside a polymethylmethacrylate (PMMA) cylinder immersed in water is presented. A specific calibration procedure is designed for such a challenging experiment where the cylinder interior is not physically accessible and its effectiveness is demonstrated by providing velocity field reconstructions.
相机校准是研究复杂透明几何形状周围流体流动最具挑战性的方面之一,这是由于视线在固/液界面处折射引起的光学畸变。这项工作提出了一种相机模型,该模型利用针孔相机近似,并直接通过斯涅尔定律表示视线的折射。该模型基于三维场景中光线畸变的计算以及待投影物体点的去扭曲。结果表明,与文献中其他类似方法相比,本方法具有更快的收敛速度和更高的鲁棒性。讨论了估计折射外部和内部参数所固有的问题,并提出了可行的校准方法。分析了图像噪声、控制点网格的体积大小和相机数量对校准过程的影响。最后,介绍了相机模型在浸入水中的聚甲基丙烯酸甲酯(PMMA)圆柱体内热对流的三维光学测速测量中的应用。针对这样一个具有挑战性的实验设计了一种特定的校准程序,在该实验中圆柱体内无法实际进入,通过提供速度场重建证明了其有效性。