Elevation Mapping for Locomotion and Navigation using GPU
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Abstract (arXiv)
Perceiving the surrounding environment is crucial for autonomous mobile robots. An elevation map provides a memory-efficient and simple yet powerful geometric representation for ground robots. The robots can use this information for navigation in an unknown environment or perceptive locomotion control over rough terrain. Depending on the application, various post processing steps may be incorporated, such as smoothing, inpainting or plane segmentation. In this work, we present an elevation mapping pipeline leveraging GPU for fast and efficient processing with additional features both for navigation and locomotion. We demonstrated our mapping framework through extensive hardware experiments. Our mapping software was successfully deployed for underground exploration during DARPA Subterranean Challenge and for various experiments of quadrupedal locomotion.
Key facts. Cited by 32 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Apr 2022.
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Citing papers per year: 2022: 1; 2023: 9; 2024: 12; 2025: 7; 2026: 3.
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- 2024NaVILA: Legged Robot Vision-Language-Action Model for Navigationcited by 201
- 2022Legged Locomotion in Challenging Terrains using Egocentric Visioncited by 131
- 2023Fast Traversability Estimation for Wild Visual Navigationcited by 41
- 2023DTC: Deep Tracking Controlcited by 37
- 2024Learning Robust Autonomous Navigation and Locomotion for Wheeled-Legged Robotscited by 32
- 2023Hybrid Internal Model: Learning Agile Legged Locomotion with Simulated Robot Responsecited by 31
- 2023Resilient Legged Local Navigation: Learning to Traverse with Compromised Perception End-to-Endcited by 16
- 2024Wild Visual Navigation: Fast Traversability Learning via Pre-Trained Models and Online Self-Supervisioncited by 15
- 2024Mimicking-Bench: A Benchmark for Generalizable Humanoid-Scene Interaction Learning via Human Mimickingcited by 14
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learningcited by 12
- 2023MEM: Multi-Modal Elevation Mapping for Robotics and Learningcited by 11
- 2024Pixel to Elevation: Learning to Predict Elevation Maps at Long Range using Images for Autonomous Offroad Navigationcited by 10
20 more
- 2024EgoHDM: An Online Egocentric-Inertial Human Motion Capture, Localization, and Dense Mapping Systemcited by 9
- 2023Bridging Active Exploration and Uncertainty-Aware Deployment Using Probabilistic Ensemble Neural Network Dynamicscited by 7
- 2024BeautyMap: Binary-Encoded Adaptable Ground Matrix for Dynamic Points Removal in Global Mapscited by 6
- 2025VAMOS: A Hierarchical Vision-Language-Action Model for Capability-Modulated and Steerable Navigationcited by 6
- 2023Safe Navigation in Unstructured Environments by Minimizing Uncertainty in Control and Perceptioncited by 5
- 2024UFO: Uncertainty-aware LiDAR-image Fusion for Off-road Semantic Terrain Map Estimationcited by 5
- 2024PACER: Preference-conditioned All-terrain Costmap Generationcited by 4
- 2026WildOS: Open-Vocabulary Object Search in the Wildcited by 3
- 2024Federated Multi-Agent Mapping for Planetary Explorationcited by 2
- 2024Real-Time Metric-Semantic Mapping for Autonomous Navigation in Outdoor Environmentscited by 2
- 2025T-CBF: Traversability-based Control Barrier Function to Navigate Vertically Challenging Terraincited by 1
- 2025No More Blind Spots: Learning Vision-Based Omnidirectional Bipedal Locomotion for Challenging Terraincited by 1
- 2025Gamma-from-Mono: Road-Relative, Metric, Self-Supervised Monocular Geometry for Vehicular Applicationscited by 1
- 2023METAVerse: Meta-Learning Traversability Cost Map for Off-Road Navigationcited by 0
- 2024Real-Time Polygonal Semantic Mapping for Humanoid Robot Stair Climbingcited by 0
- 2025Real-time Spatial-temporal Traversability Assessment via Feature-based Sparse Gaussian Processcited by 0
- 2025Scene-Agnostic Traversability Labeling and Estimation via a Multimodal Self-supervised Frameworkcited by 0
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletonscited by 0
- 2026A Hybrid Autoencoder for Robust Heightmap Generation from Fused Lidar and Depth Data for Humanoid Robot Locomotioncited by 0
- 2026Multimodal embodiment-aware navigation transformercited by 0
- 2026Multimodal embodiment-aware navigation transformer21 Apr 2026
- 2026WildOS: Open-Vocabulary Object Search in the Wild22 Feb 2026
- 2026A Hybrid Autoencoder for Robust Heightmap Generation from Fused Lidar and Depth Data for Humanoid Robot Locomotion5 Feb 2026
- 2025Gamma-from-Mono: Road-Relative, Metric, Self-Supervised Monocular Geometry for Vehicular Applications3 Dec 2025
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletons25 Oct 2025
- 2025VAMOS: A Hierarchical Vision-Language-Action Model for Capability-Modulated and Steerable Navigation23 Oct 2025
- 2025Scene-Agnostic Traversability Labeling and Estimation via a Multimodal Self-supervised Framework25 Aug 2025
- 2025No More Blind Spots: Learning Vision-Based Omnidirectional Bipedal Locomotion for Challenging Terrain16 Aug 2025
- 2025T-CBF: Traversability-based Control Barrier Function to Navigate Vertically Challenging Terrain8 Mar 2025
- 2025Real-time Spatial-temporal Traversability Assessment via Feature-based Sparse Gaussian Process6 Mar 2025
- 2024Mimicking-Bench: A Benchmark for Generalizable Humanoid-Scene Interaction Learning via Human Mimicking23 Dec 2024
- 2024NaVILA: Legged Robot Vision-Language-Action Model for Navigation5 Dec 2024
20 more
- 2024Real-Time Metric-Semantic Mapping for Autonomous Navigation in Outdoor Environments30 Nov 2024
- 2024Real-Time Polygonal Semantic Mapping for Humanoid Robot Stair Climbing4 Nov 2024
- 2024PACER: Preference-conditioned All-terrain Costmap Generation30 Oct 2024
- 2024EgoHDM: An Online Egocentric-Inertial Human Motion Capture, Localization, and Dense Mapping System31 Aug 2024
- 2024BeautyMap: Binary-Encoded Adaptable Ground Matrix for Dynamic Points Removal in Global Maps12 May 2024
- 2024Learning Robust Autonomous Navigation and Locomotion for Wheeled-Legged Robots3 May 2024
- 2024Wild Visual Navigation: Fast Traversability Learning via Pre-Trained Models and Online Self-Supervision10 Apr 2024
- 2024Federated Multi-Agent Mapping for Planetary Exploration2 Apr 2024
- 2024UFO: Uncertainty-aware LiDAR-image Fusion for Off-road Semantic Terrain Map Estimation5 Mar 2024
- 2024Pixel to Elevation: Learning to Predict Elevation Maps at Long Range using Images for Autonomous Offroad Navigation30 Jan 2024
- 2023Hybrid Internal Model: Learning Agile Legged Locomotion with Simulated Robot Response18 Dec 2023
- 2023Resilient Legged Local Navigation: Learning to Traverse with Compromised Perception End-to-End5 Oct 2023
- 2023MEM: Multi-Modal Elevation Mapping for Robotics and Learning28 Sep 2023
- 2023DTC: Deep Tracking Control27 Sep 2023
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learning25 Sep 2023
- 2023METAVerse: Meta-Learning Traversability Cost Map for Off-Road Navigation26 Jul 2023
- 2023Safe Navigation in Unstructured Environments by Minimizing Uncertainty in Control and Perception26 Jun 2023
- 2023Bridging Active Exploration and Uncertainty-Aware Deployment Using Probabilistic Ensemble Neural Network Dynamics20 May 2023
- 2023Fast Traversability Estimation for Wild Visual Navigation15 May 2023
- 2022Legged Locomotion in Challenging Terrains using Egocentric Vision14 Nov 2022
- 2026Multimodal embodiment-aware navigation transformercited by 0
- 2026Multimodal embodiment-aware navigation transformer21 Apr 2026
- 2022Legged Locomotion in Challenging Terrains using Egocentric Visioncited by 131
- 2023Fast Traversability Estimation for Wild Visual Navigationcited by 41
- 2023DTC: Deep Tracking Controlcited by 37
- 2024Learning Robust Autonomous Navigation and Locomotion for Wheeled-Legged Robotscited by 32
- 2023Hybrid Internal Model: Learning Agile Legged Locomotion with Simulated Robot Responsecited by 31
- 2023Resilient Legged Local Navigation: Learning to Traverse with Compromised Perception End-to-Endcited by 16
- 2024Wild Visual Navigation: Fast Traversability Learning via Pre-Trained Models and Online Self-Supervisioncited by 15
- 2024Mimicking-Bench: A Benchmark for Generalizable Humanoid-Scene Interaction Learning via Human Mimickingcited by 14
- 2023Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement Learningcited by 12
- 2023MEM: Multi-Modal Elevation Mapping for Robotics and Learningcited by 11
- 2024Pixel to Elevation: Learning to Predict Elevation Maps at Long Range using Images for Autonomous Offroad Navigationcited by 10
- 2024EgoHDM: An Online Egocentric-Inertial Human Motion Capture, Localization, and Dense Mapping Systemcited by 9
12 most cited of 29 All 29 (JSON)
- 2026WildOS: Open-Vocabulary Object Search in the Wild22 Feb 2026
- 2026A Hybrid Autoencoder for Robust Heightmap Generation from Fused Lidar and Depth Data for Humanoid Robot Locomotion5 Feb 2026
- 2025Gamma-from-Mono: Road-Relative, Metric, Self-Supervised Monocular Geometry for Vehicular Applications3 Dec 2025
- 2025LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletons25 Oct 2025
- 2025Scene-Agnostic Traversability Labeling and Estimation via a Multimodal Self-supervised Framework25 Aug 2025
- 2025No More Blind Spots: Learning Vision-Based Omnidirectional Bipedal Locomotion for Challenging Terrain16 Aug 2025
- 2025T-CBF: Traversability-based Control Barrier Function to Navigate Vertically Challenging Terrain8 Mar 2025
- 2025Real-time Spatial-temporal Traversability Assessment via Feature-based Sparse Gaussian Process6 Mar 2025
- 2024Mimicking-Bench: A Benchmark for Generalizable Humanoid-Scene Interaction Learning via Human Mimicking23 Dec 2024
- 2024Real-Time Metric-Semantic Mapping for Autonomous Navigation in Outdoor Environments30 Nov 2024
- 2024Real-Time Polygonal Semantic Mapping for Humanoid Robot Stair Climbing4 Nov 2024
- 2024PACER: Preference-conditioned All-terrain Costmap Generation30 Oct 2024
12 newest of 29 All 29 (JSON)