maplab 2.0 -- A Modular and Multi-Modal Mapping Framework
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Abstract (arXiv)
Integration of multiple sensor modalities and deep learning into Simultaneous Localization And Mapping (SLAM) systems are areas of significant interest in current research. Multi-modality is a stepping stone towards achieving robustness in challenging environments and interoperability of heterogeneous multi-robot systems with varying sensor setups. With maplab 2.0, we provide a versatile open-source platform that facilitates developing, testing, and integrating new modules and features into a fully-fledged SLAM system. Through extensive experiments, we show that maplab 2.0's accuracy is comparable to the state-of-the-art on the HILTI 2021 benchmark. Additionally, we showcase the flexibility of our system with three use cases: i) large-scale (approx. 10 km) multi-robot multi-session (23 missions) mapping, ii) integration of non-visual landmarks, and iii) incorporating a semantic object-based loop closure module into the mapping framework. The code is available open-source at https://github.com/ethz-asl/maplab.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Dec 2022.
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Citing papers per year: 2023: 1; 2024: 4; 2025: 5; 2026: 4.
14 papers.
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- 2025VGGT-SLAM: Dense RGB SLAM Optimized on the SL(4) Manifoldcited by 130
- 2023Swarm-SLAM : Sparse Decentralized Collaborative Simultaneous Localization and Mapping Framework for Multi-Robot Systemscited by 21
- 2024Visual-Inertial SLAM for Unstructured Outdoor Environments: Benchmarking the Benefits and Computational Costs of Loop Closingcited by 4
- 2025NeRF-VIO: Map-Based Visual-Inertial Odometry with Initialization Leveraging Neural Radiance Fieldscited by 3
- 2026S-MUSt3R: Sliding Multi-view 3D Reconstructioncited by 3
- 2025ActLoc: Learning to Localize on the Move via Active Viewpoint Selectioncited by 2
- 2024Neural Semantic Map-Learning for Autonomous Vehiclescited by 1
- 2025Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphscited by 1
- 2024Towards Revisiting Visual Place Recognition for Joining Submaps in Multimap SLAMcited by 0
- 2024SF-Loc: A Visual Mapping and Geo-Localization System based on Sparse Visual Structure Framescited by 0
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletonscited by 0
- 2026MA3DSG: Multi-Agent 3D Scene Graph Generation for Large-Scale Indoor Environmentscited by 0
- 2026Geometry-Aware Representation Denoising for Robust Multi-view 3D Reconstruction25 May 2026
- 2026OTPL-VIO: Robust Visual-Inertial Odometry with Optimal Transport Line Association and Adaptive Uncertainty10 Mar 2026
- 2026S-MUSt3R: Sliding Multi-view 3D Reconstruction4 Feb 2026
- 2026MA3DSG: Multi-Agent 3D Scene Graph Generation for Large-Scale Indoor Environments4 Feb 2026
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletons25 Oct 2025
- 2025ActLoc: Learning to Localize on the Move via Active Viewpoint Selection28 Aug 2025
- 2025VGGT-SLAM: Dense RGB SLAM Optimized on the SL(4) Manifold18 May 2025
- 2025Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphs8 Apr 2025
- 2025NeRF-VIO: Map-Based Visual-Inertial Odometry with Initialization Leveraging Neural Radiance Fields11 Mar 2025
- 2024SF-Loc: A Visual Mapping and Geo-Localization System based on Sparse Visual Structure Frames2 Dec 2024
- 2024Neural Semantic Map-Learning for Autonomous Vehicles10 Oct 2024
- 2024Visual-Inertial SLAM for Unstructured Outdoor Environments: Benchmarking the Benefits and Computational Costs of Loop Closing3 Aug 2024
- 2025VGGT-SLAM: Dense RGB SLAM Optimized on the SL(4) Manifoldcited by 130
- 2023Swarm-SLAM : Sparse Decentralized Collaborative Simultaneous Localization and Mapping Framework for Multi-Robot Systemscited by 21
- 2024Visual-Inertial SLAM for Unstructured Outdoor Environments: Benchmarking the Benefits and Computational Costs of Loop Closingcited by 4
- 2025NeRF-VIO: Map-Based Visual-Inertial Odometry with Initialization Leveraging Neural Radiance Fieldscited by 3
- 2026S-MUSt3R: Sliding Multi-view 3D Reconstructioncited by 3
- 2025ActLoc: Learning to Localize on the Move via Active Viewpoint Selectioncited by 2
- 2024Neural Semantic Map-Learning for Autonomous Vehiclescited by 1
- 2025Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphscited by 1
- 2024Towards Revisiting Visual Place Recognition for Joining Submaps in Multimap SLAMcited by 0
- 2024SF-Loc: A Visual Mapping and Geo-Localization System based on Sparse Visual Structure Framescited by 0
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletonscited by 0
- 2026MA3DSG: Multi-Agent 3D Scene Graph Generation for Large-Scale Indoor Environmentscited by 0
12 most cited of 14 All 14 (JSON)
- 2026Geometry-Aware Representation Denoising for Robust Multi-view 3D Reconstruction25 May 2026
- 2026OTPL-VIO: Robust Visual-Inertial Odometry with Optimal Transport Line Association and Adaptive Uncertainty10 Mar 2026
- 2026S-MUSt3R: Sliding Multi-view 3D Reconstruction4 Feb 2026
- 2026MA3DSG: Multi-Agent 3D Scene Graph Generation for Large-Scale Indoor Environments4 Feb 2026
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletons25 Oct 2025
- 2025ActLoc: Learning to Localize on the Move via Active Viewpoint Selection28 Aug 2025
- 2025VGGT-SLAM: Dense RGB SLAM Optimized on the SL(4) Manifold18 May 2025
- 2025Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphs8 Apr 2025
- 2025NeRF-VIO: Map-Based Visual-Inertial Odometry with Initialization Leveraging Neural Radiance Fields11 Mar 2025
- 2024SF-Loc: A Visual Mapping and Geo-Localization System based on Sparse Visual Structure Frames2 Dec 2024
- 2024Neural Semantic Map-Learning for Autonomous Vehicles10 Oct 2024
- 2024Visual-Inertial SLAM for Unstructured Outdoor Environments: Benchmarking the Benefits and Computational Costs of Loop Closing3 Aug 2024
12 newest of 14 All 14 (JSON)