Overview

Robot localization estimates a robot’s pose over time, either relative to its starting point or within a global map, so it can navigate and act safely. Common approaches fuse cameras, LiDAR, radar, inertial sensors, GNSS, and radio ranging with Kalman filters, particle filters, or factor-graph optimization; map matching and place recognition help recover pose or recognize previously visited places. Recent methods also use semantic landmarks, cross-view imagery, learned representations, and cooperative measurements shared between robots. A central challenge is maintaining reliable, well-calibrated estimates when sensors lose information, environments change, or scenes are repetitive, while keeping computation practical for onboard use.

Latest papers

CardsList

179 papers21 papers in the last four weeks, up 11% on the four weeks before. 0.1% of all new papers.

  1. AFast Robot Localization Method Based on Monte Carlo Sampling

    Oct 29, 2026He Zhaoqing, Hang Li, Xian Pu +1Robot Localization

  2. Self-Supervised Doppler-Guided RF Odometry

    Oct 28, 2026Kunzhe Song, Jialuo Du, Jingkai Lin +1Robot State EstimationRobot Localization

  3. Resilient Decentralized Radar-LiDAR-Inertial Odometry in Challenging Subterranean Environments

    Oct 23, 2026Moumita Mukherjee, Avijit Banerjee, Anton Koval +1Robot LocalizationRadar-LiDAR Fusion

  4. Monte Carlo-Based Indoor UAV Localization in Dynamic Environments Using Only Four Onboard Range Sensors

    Oct 23, 2026Mohammad Reza Ranjbar Divkoti, A. Pedro AguiarRobot LocalizationParticle Filtering

  5. OmniVLoc: Topo-metric Visual Localization for Omnidirectional Cameras

    Oct 20, 2026Zhuo Yu, Shuyang Zhang, Huihua Zhu +6Robot LocalizationCamera Pose Estimation

  6. PlanarCityLoc: Breaking Silhouette Ambiguity in LoD Aerial Localization via 3D Planes

    Oct 19, 2026Oussema Dhaouadi, Shao Jie Hu-Chen, Jakob Gollreiter +10Robot LocalizationMap-Based Localization

  7. Localization and Neural Splatting on the Edge: An FPGA Scene Memory for Robots

    Oct 18, 2026Haohua Que, Mingkai Liu, Tianle Zhu +13DGS AccelerationFPGA Acceleration

  8. PASS: A Trustworthy Precision Approach Simulation System for CAT III Integrity Algorithm Development

    Oct 16, 2026Lang Zhu, Xin Zhang, Yulong Sun +4Synthetic Data Generation for RoboticsRobot Localization

  9. Micro-Localization: High-Precision Mobile Robot Localization Using Microscopic Ground Texture

    Oct 15, 2026Aaron Wilhelm, Marina de Albuquerque Marcon, Emith Uyanwatte +1Robot LocalizationMobile Robotics

  10. RTISSLAM-3D: Full 6-DoF SLAM With an In-Air 3D Imaging Sonar

    Oct 15, 2026Jan Steckel, Vincent Katter, Wouter JansenSimultaneous Localization and MappingRobot Localization

  11. LIN-SLAM: Lightweight LiDAR--Inertial Neural SLAM for Real-Time Onboard Navigation

    Oct 15, 2026Shiqi Che, Yijie Liu, Shuo Wang +1Simultaneous Localization and MappingRobot Localization

  12. RTISSLAM: In-air Imaging Sonar SLAM using a Robust Pose Graph and Occupancy Grid Mapping

    Oct 13, 2026Jan SteckelOccupancy Grid MappingSimultaneous Localization and Mapping

  13. Information-based Unified Design Framework for NMR Magnetic Tracking System

    Oct 13, 2026Seçkin Eren Yetim, Mehmet Efe TiryakiRobot Localization

  14. DSM-Free UAV Visual Localization via Latent-Depth Variable Projection and Structure-Adaptive Coupling

    Oct 10, 2026Yibin Ye, Xichao Teng, Shuo Chen +4Robot LocalizationMap-Based Localization

  15. When LiDAR Fades, Radar Takes Over: LiDAR Reliability-Aware Adaptive Localization Under Airborne Obscurants

    Oct 9, 2026Moumita Mukherjee, Avijit Banerjee, Anton Koval +1Robot LocalizationLiDAR Odometry

  16. TAPNAV: Humanoid Navigation through Tactile Active Perception

    Oct 7, 2026Huaze Liu, Zhenyu Wu, Jaehwi Jang +8Robot NavigationMobile Robotics

  17. Towards Accurate End-Effector Localization for UMI-Style Robotic Manipulation Teaching

    Oct 7, 2026Junjie Zhang, Deteng Zhang, Zhisong Xu +4Robot LocalizationRobot Manipulation Benchmarks

  18. FlightMagNav: An Open Dataset and Probabilistic Map Learning and Validation Framework for Outdoor Magnetic Field-Based Positioning

    Oct 6, 2026Isaac Skog, Miguel Ramos Galrinho, Martin GelinRobot LocalizationUAV Navigation

  19. SURGE: Sonar-fUsed Reconstruction and localization via image-gated Graph Estimation

    Oct 5, 2026Mohammed Ibrahim M, Vallabh Deogaonkar, Trung Dong +3Underwater 3D ReconstructionRobot Localization

  20. Towards Quadruped-Provided Localization and Active Tracking for Micro-UAVs

    Oct 5, 2026Alejandro Lorite Mora, Andrés FaíñaUAV NavigationCooperative Localization

  21. FreeLoc: Online Floorplan Localization via Diffusion-Aided Pose Refinement

    Oct 4, 2026Haocheng Peng, Boyang Zhou, Jiarui Hu +7Floor-Plan-Based Visual LocalizationMap-Based Localization

  22. BLT*: Informed Belief Localization Trees for Uncertainty-Aware Planning on Digital Twins

    Oct 1, 2026Elliot Preston-Krebs, Abhishek Goudar, Timothy D. BarfootBelief-Space PlanningDigital Twins

  23. Transformer-based Monte Carlo Localization in Construction Meshes

    Sep 25, 2026Linus Kramer, William Talbot, Olga Vysotska +1Robot LocalizationLiDAR Localization

  24. TinyCVIO: A Constellation-Aided Visual-Inertial Odometry System for Nanodrones

    Sep 24, 2026Derin Ozturk, Kaan Akan, Irwin Wang +1Visual-Inertial OdometryUAV Navigation

  25. A Field-Deployable GNSS-based Navigation Stack for Outdoor Mobile Robots

    Sep 24, 2026Yiyuan Lin, Cole Regnier, Yu JiangRobot Trajectory TrackingRobot Navigation

  26. Dr-LiSA: Direct Radar-Lidar Scan Alignment for SE(3) Localization

    Sep 22, 2026Alex Zhang, Daniil Lisus, Cedric Le Gentil +1LiDAR LocalizationMap-Based Localization