mlsanityData to 7 Oct 2026

OV2SLAM : A Fully Online and Versatile Visual SLAM for Real-Time Applications

arXiv 2102.04060 ↗First posted 8 Feb 2021cs.CV cs.ROcited by 8

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Abstract (arXiv)

Many applications of Visual SLAM, such as augmented reality, virtual reality, robotics or autonomous driving, require versatile, robust and precise solutions, most often with real-time capability. In this work, we describe OV2SLAM, a fully online algorithm, handling both monocular and stereo camera setups, various map scales and frame-rates ranging from a few Hertz up to several hundreds. It combines numerous recent contributions in visual localization within an efficient multi-threaded architecture. Extensive comparisons with competing algorithms shows the state-of-the-art accuracy and real-time performance of the resulting algorithm. For the benefit of the community, we release the source code: urlhttps://github.com/ov2slam/ov2slam.

Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). Builds on 10 of its 40 references that are in the map. First posted on arXiv 8 Feb 2021.

Builds on

10 of 40 references.

References · 10

  1. 2019SuperGlue: Learning Feature Matching with Graph Neural Networkscited by 1,437
  2. 2017SuperPoint: Self-Supervised Interest Point Detection and Descriptioncited by 1,313
  3. 2016ORB-SLAM2: an Open-Source SLAM System for Monocular, Stereo and RGB-D Camerascited by 801
  4. 2020TartanAir: A Dataset to Push the Limits of Visual SLAMcited by 494
  5. 2016Direct Sparse Odometrycited by 479
  6. 2017VINS-Mono: A Robust and Versatile Monocular Visual-Inertial State Estimatorcited by 418
  7. 2019Visual-Inertial Mapping with Non-Linear Factor Recoverycited by 48
  8. 2019A General Optimization-based Framework for Local Odometry Estimation with Multiple Sensorscited by 44
  9. 2018iBoW-LCD: An Appearance-based Loop Closure Detection Approach using Incremental Bags of Binary Wordscited by 20
  10. 2017Challenges in Monocular Visual Odometry: Photometric Calibration, Motion Bias and Rolling Shutter Effectcited by 12

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 2; 2023: 1; 2024: 0; 2025: 2; 2026: 2.

8 papers.