MultiCol-SLAM - A Modular Real-Time Multi-Camera SLAM System
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Abstract (arXiv)
The basis for most vision based applications like robotics, self-driving cars and potentially augmented and virtual reality is a robust, continuous estimation of the position and orientation of a camera system w.r.t the observed environment (scene). In recent years many vision based systems that perform simultaneous localization and mapping (SLAM) have been presented and released as open source. In this paper, we extend and improve upon a state-of-the-art SLAM to make it applicable to arbitrary, rigidly coupled multi-camera systems (MCS) using the MultiCol model. In addition, we include a performance evaluation on accurate ground truth and compare the robustness of the proposed method to a single camera version of the SLAM system. An open source implementation of the proposed multi-fisheye camera SLAM system can be found on-line https://github.com/urbste/MultiCol-SLAM.
Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Oct 2016.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 1; 2024: 1; 2025: 3; 2026: 2.
11 papers.
- 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectivescited by 38
- 2021M2DGR: A Multi-sensor and Multi-scenario SLAM Dataset for Ground Robotscited by 25
- 2021Asynchronous Multi-View SLAMcited by 12
- 2022Visual SLAM: What are the Current Trends and What to Expect?cited by 10
- 20233D reconstruction from spherical images: A review of techniques, applications, and prospectscited by 7
- 2025On-the-fly Large-scale 3D Reconstruction from Multi-Camera Rigscited by 3
- 2024Multicam-SLAM: Non-overlapping Multi-camera SLAM for Indirect Visual Localization and Navigationcited by 2
- 2025MCGS-SLAM: A Multi-Camera SLAM Framework Using Gaussian Splatting for High-Fidelity Mappingcited by 2
- 2025MCOO-SLAM: A Multi-Camera Omnidirectional Object SLAM Systemcited by 1
- 2026A Pose-only Geometric Constraint for Multi-Camera Pose Adjustmentcited by 1
- 2026EgoWholeView: Camera-Only Head-Mounted Capture of Body and Bimanual Hand Motion for Embodied Demonstrationscited by 0
- 2026EgoWholeView: Camera-Only Head-Mounted Capture of Body and Bimanual Hand Motion for Embodied Demonstrations12 Oct 2026
- 2026A Pose-only Geometric Constraint for Multi-Camera Pose Adjustment26 Apr 2026
- 2025On-the-fly Large-scale 3D Reconstruction from Multi-Camera Rigs9 Dec 2025
- 2025MCGS-SLAM: A Multi-Camera SLAM Framework Using Gaussian Splatting for High-Fidelity Mapping17 Sep 2025
- 2025MCOO-SLAM: A Multi-Camera Omnidirectional Object SLAM System18 Jun 2025
- 2024Multicam-SLAM: Non-overlapping Multi-camera SLAM for Indirect Visual Localization and Navigation10 Jun 2024
- 20233D reconstruction from spherical images: A review of techniques, applications, and prospects9 Feb 2023
- 2022Visual SLAM: What are the Current Trends and What to Expect?19 Oct 2022
- 2022Deep Learning for Omnidirectional Vision: A Survey and New Perspectives21 May 2022
- 2021M2DGR: A Multi-sensor and Multi-scenario SLAM Dataset for Ground Robots19 Dec 2021
- 2021Asynchronous Multi-View SLAM17 Jan 2021