LiFCal: Online Light Field Camera Calibration via Bundle Adjustment

Aymeric Fleith, Doaa Ahmed, Daniel Cremers, Niclas Zeller
8/21/2024
eess.IVcs.CV

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Abstract

We propose LiFCal, a novel geometric online calibration pipeline for MLA-based light field cameras. LiFCal accurately determines model parameters from a moving camera sequence without precise calibration targets, integrating arbitrary metric scaling constraints. It optimizes intrinsic parameters of the light field camera model, the 3D coordinates of a sparse set of scene points and camera poses in a single bundle adjustment defined directly on micro image points. We show that LiFCal can reliably and repeatably calibrate a focused plenoptic camera using different input sequences, providing intrinsic camera parameters extremely close to state-of-the-art methods, while offering two main advantages: it can be applied in a target-free scene, and it is implemented online in a complete and continuous pipeline. Furthermore, we demonstrate the quality of the obtained camera parameters in downstream tasks like depth estimation and SLAM. Webpage: https://lifcal.github.io/

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@article{fleith2024lifcal,
  title  = {LiFCal: Online Light Field Camera Calibration via Bundle Adjustment},
  author = {Aymeric Fleith and Doaa Ahmed and Daniel Cremers and Niclas Zeller},
  year   = {2024},
  eprint = {2408.11682},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2408.11682v1}
}

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