Measurement Science and Technology · 2018 · 58 citations · 27 references
ComputingVisualizationDigital ImagingOpticsVolume Visualization3D Imaging3D ReconstructionCamera GeometryImage ReconstructionImagingOptical FlowCamera SystemsLight Field ImagingParticle Density EstimationParticle Image VelocimetryReconstruction AlgorithmsReconstruction Quality AssessmentStereo ReconstructionVolumetric Imaging
Plenoptic particle image velocimetry was recently introduced as a viable three-dimensional, three-component velocimetry technique based on light field cameras. One of the main benefits of this technique is its single camera configuration allowing the technique to be applied in facilities with limited optical access. The main drawback of this configuration is decreased accuracy in the out-of-plane dimension. This work presents a solution with the addition of a second plenoptic camera in a stereo-like configuration. A framework for reconstructing volumes with multiple plenoptic cameras including the volumetric calibration and reconstruction algorithms, including: integral refocusing, filtered refocusing, multiplicative refocusing, and MART are presented. It is shown that the addition of a second camera improves the reconstruction quality and removes the 'cigar'-like elongation associated with the single camera system. In addition, it is found that adding a third camera provides minimal improvement. Further metrics of the reconstruction quality are quantified in terms of a reconstruction algorithm, particle density, number of cameras, camera separation angle, voxel size, and the effect of common image noise sources. In addition, a synthetic Gaussian ring vortex is used to compare the accuracy of the single and two camera configurations. It was determined that the addition of a second camera reduces the RMSE velocity error from 1.0 to 0.1 voxels in depth and 0.2 to 0.1 voxels in the lateral spatial directions. Finally, the technique is applied experimentally on a ring vortex and comparisons are drawn from the four presented reconstruction algorithms, where it was found that MART and multiplicative refocusing produced the cleanest vortex structure and had the least shot-to-shot variability. Filtered refocusing is able to produce the desired structure, albeit with more noise and variability, while integral refocusing struggled to produce a coherent vortex ring.
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Marc Levoy, Pat Hanrahan · 1996 · 3.7K citations · Full text
Light Field Photography with a Hand-held Plenoptic Camera
Ren Ng, Marc Levoy, Mathieu Brédif et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2005 · 1.7K citations · Full text
Tomographic particle image velocimetry
Gerrit E. Elsinga, Fulvio Scarano, Bernhard Wieneke et al. · Experiments in Fluids · 2006 · 1.2K citations