LiFMCR: Dataset and Benchmark for Light Field Multi-Camera Registration
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Abstract (arXiv)
We present LiFMCR, a novel dataset for the registration of multiple micro lens array (MLA)-based light field cameras. While existing light field datasets are limited to single-camera setups and typically lack external ground truth, LiFMCR provides synchronized image sequences from two high-resolution Raytrix R32 plenoptic cameras, together with high-precision 6-degrees of freedom (DoF) poses recorded by a Vicon motion capture system. This unique combination enables rigorous evaluation of multi-camera light field registration methods. As a baseline, we provide two complementary registration approaches: a robust 3D transformation estimation via a RANSAC-based method using cross-view point clouds, and a plenoptic PnP algorithm estimating extrinsic 6-DoF poses from single light field images. Both explicitly integrate the plenoptic camera model, enabling accurate and scalable multi-camera registration. Experiments show strong alignment with the ground truth, supporting reliable multi-view light field processing. Project page: https://lifmcr.github.io/
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 12 of its 54 references that are in the map. First posted on arXiv 15 Oct 2025.
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12 of 54 references.
References · 12
- 2016ORB-SLAM2: an Open-Source SLAM System for Monocular, Stereo and RGB-D Camerascited by 806
- 2016Direct Sparse Odometrycited by 485
- 2017Camera Relocalization by Computing Pairwise Relative Poses Using Convolutional Neural Networkcited by 79
- 2017Relative Camera Pose Estimation Using Convolutional Neural Networkscited by 47
- 2016A 4D Light-Field Dataset and CNN Architectures for Material Recognitioncited by 26
- 2022Occlusion-Aware Cost Constructor for Light Field Depth Estimationcited by 23
- 2019LiFF: Light Field Features in Scale and Depthcited by 16
- 2021Wide-Baseline Multi-Camera Calibration using Person Re-Identificationcited by 15
- 2020Blur Aware Calibration of Multi-Focus Plenoptic Cameracited by 7
- 2021Leveraging blur information for plenoptic camera calibrationcited by 7
- 2020Infrastructure-based Multi-Camera Calibration using Radial Projectionscited by 5
- 2024LiFCal: Online Light Field Camera Calibration via Bundle Adjustmentcited by 4
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Citing papers per year: 2026: 1.
1 paper.