| A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones | May 4, 2018 | Autonomous NavigationVisual Navigation | CodeCode Available | 1 | 5 |
| GP-guided MPPI for Efficient Navigation in Complex Unknown Cluttered Environments | Jul 8, 2023 | Autonomous NavigationCollision Avoidance | CodeCode Available | 1 | 5 |
| SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint Estimation | Feb 24, 2020 | 3D Object DetectionAutonomous Navigation | CodeCode Available | 1 | 5 |
| SUMMIT: Source-Free Adaptation of Uni-Modal Models to Multi-Modal Targets | Aug 23, 2023 | Autonomous NavigationPseudo Label | CodeCode Available | 1 | 5 |
| MIDAS: Multi-agent Interaction-aware Decision-making with Adaptive Strategies for Urban Autonomous Navigation | Aug 17, 2020 | Autonomous NavigationDecision Making | CodeCode Available | 1 | 5 |
| DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion Frames | Nov 1, 2019 | Autonomous NavigationGPU | CodeCode Available | 1 | 5 |
| Arena-Rosnav: Towards Deployment of Deep-Reinforcement-Learning-Based Obstacle Avoidance into Conventional Autonomous Navigation Systems | Apr 8, 2021 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| InsMOS: Instance-Aware Moving Object Segmentation in LiDAR Data | Mar 7, 2023 | Autonomous NavigationObject | CodeCode Available | 1 | 5 |
| Intention-Net: Integrating Planning and Deep Learning for Goal-Directed Autonomous Navigation | Oct 16, 2017 | Autonomous NavigationNavigate | CodeCode Available | 1 | 5 |
| It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction | Apr 4, 2020 | Autonomous NavigationMulti-future Trajectory Prediction | CodeCode Available | 1 | 5 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 | 5 |
| JRDB: A Dataset and Benchmark of Egocentric Robot Visual Perception of Humans in Built Environments | Oct 25, 2019 | Autonomous NavigationHuman Detection | CodeCode Available | 1 | 5 |
| MVP: Unified Motion and Visual Self-Supervised Learning for Large-Scale Robotic Navigation | Mar 2, 2020 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| Lidar Light Scattering Augmentation (LISA): Physics-based Simulation of Adverse Weather Conditions for 3D Object Detection | Jul 14, 2021 | 3D Object DetectionAutonomous Navigation | CodeCode Available | 1 | 5 |
| Continuity-Aware Latent Interframe Information Mining for Reliable UAV Tracking | Mar 8, 2023 | Autonomous Navigation | CodeCode Available | 1 | 5 |
| Agronav: Autonomous Navigation Framework for Agricultural Robots and Vehicles using Semantic Segmentation and Semantic Line Detection | Apr 10, 2023 | Autonomous NavigationLine Detection | CodeCode Available | 1 | 5 |
| Learning to Navigate Intersections with Unsupervised Driver Trait Inference | Sep 14, 2021 | Autonomous NavigationAutonomous Vehicles | CodeCode Available | 1 | 5 |
| Large-scale Autonomous Flight with Real-time Semantic SLAM under Dense Forest Canopy | Sep 14, 2021 | Autonomous NavigationSemantic Segmentation | CodeCode Available | 1 | 5 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 | 5 |
| Learning-based 3D Occupancy Prediction for Autonomous Navigation in Occluded Environments | Nov 8, 2020 | Autonomous Navigation | CodeCode Available | 1 | 5 |
| Asymmetrical Bi-RNN for pedestrian trajectory encoding | Jun 1, 2021 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| Achelous++: Power-Oriented Water-Surface Panoptic Perception Framework on Edge Devices based on Vision-Radar Fusion and Pruning of Heterogeneous Modalities | Dec 14, 2023 | Autonomous NavigationMulti-Task Learning | CodeCode Available | 1 | 5 |
| Channel-Aware Distillation Transformer for Depth Estimation on Nano Drones | Mar 18, 2023 | Autonomous NavigationDepth Estimation | CodeCode Available | 1 | 5 |
| Learning Forward Dynamics Model and Informed Trajectory Sampler for Safe Quadruped Navigation | Apr 19, 2022 | Autonomous NavigationNavigate | CodeCode Available | 1 | 5 |
| Benchmarking Visual Localization for Autonomous Navigation | Mar 24, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 | 5 |
| Cross-Modal Contrastive Learning of Representations for Navigation using Lightweight, Low-Cost Millimeter Wave Radar for Adverse Environmental Conditions | Jan 10, 2021 | Autonomous NavigationContrastive Learning | CodeCode Available | 1 | 5 |
| Deep learning-based Crop Row Detection for Infield Navigation of Agri-Robots | Sep 9, 2022 | Autonomous Navigation | CodeCode Available | 1 | 5 |
| DeepPilot: A CNN for Autonomous Drone Racing | Aug 13, 2020 | Autonomous NavigationNavigate | CodeCode Available | 1 | 5 |
| Diffusion-Reinforcement Learning Hierarchical Motion Planning in Multi-agent Adversarial Games | Mar 16, 2024 | Autonomous NavigationEfficient Exploration | CodeCode Available | 1 | 5 |
| Binary TTC: A Temporal Geofence for Autonomous Navigation | Jan 12, 2021 | Autonomous NavigationQuantization | CodeCode Available | 1 | 5 |
| PIC4rl-gym: a ROS2 modular framework for Robots Autonomous Navigation with Deep Reinforcement Learning | Nov 19, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 | 5 |
| Autonomous Navigation in Unknown Environments using Sparse Kernel-based Occupancy Mapping | Feb 5, 2020 | Autonomous Navigation | CodeCode Available | 1 | 5 |
| DOTIE -- Detecting Objects through Temporal Isolation of Events using a Spiking Architecture | Oct 3, 2022 | Autonomous NavigationObject | CodeCode Available | 1 | 5 |
| DRIFT: Deep Reinforcement Learning for Intelligent Floating Platforms Trajectories | Oct 6, 2023 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place Recognition | Nov 17, 2020 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| Autonomous Navigation System from Simultaneous Localization and Mapping | Dec 14, 2021 | Autonomous NavigationSimultaneous Localization and Mapping | CodeCode Available | 1 | 5 |
| Bi3D: Stereo Depth Estimation via Binary Classifications | May 14, 2020 | Autonomous NavigationDepth Estimation | CodeCode Available | 1 | 5 |
| Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar | Jul 14, 2023 | 2D Semantic SegmentationAutonomous Navigation | CodeCode Available | 1 | 5 |
| FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomy | Feb 7, 2025 | Autonomous NavigationCollision Avoidance | CodeCode Available | 1 | 5 |
| BiC-MPPI: Goal-Pursuing, Sampling-Based Bidirectional Rollout Clustering Path Integral for Trajectory Optimization | Oct 9, 2024 | Autonomous NavigationTrajectory Planning | CodeCode Available | 1 | 5 |
| FOVEA: Foveated Image Magnification for Autonomous Navigation | Aug 27, 2021 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| Learning to Move with Affordance Maps | Jan 8, 2020 | Autonomous NavigationAutonomous Vehicles | CodeCode Available | 1 | 5 |
| ROVER: A Multi-Season Dataset for Visual SLAM | Dec 3, 2024 | Autonomous NavigationOutdoor Localization | CodeCode Available | 1 | 5 |
| Score refinement for confidence-based 3D multi-object tracking | Jul 9, 2021 | 3D Multi-Object TrackingAutonomous Navigation | CodeCode Available | 1 | 5 |
| 3D Gaussian Splat Vulnerabilities | May 30, 2025 | 3DGSAdversarial Attack | CodeCode Available | 1 | 5 |
| Benchmarking Deep Reinforcement Learning for Navigation in Denied Sensor Environments | Oct 18, 2024 | Autonomous NavigationBenchmarking | CodeCode Available | 1 | 5 |
| Benchmarking Reinforcement Learning Techniques for Autonomous Navigation | Oct 10, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 | 5 |
| Full-Time Monocular Road Detection Using Zero-Distribution Prior of Angle of Polarization | Aug 1, 2020 | Autonomous Navigation | CodeCode Available | 1 | 5 |
| Pedestrian-Robot Interactions on Autonomous Crowd Navigation: Reactive Control Methods and Evaluation Metrics | Aug 3, 2022 | Autonomous Navigation | CodeCode Available | 1 | 5 |
| Social NCE: Contrastive Learning of Socially-aware Motion Representations | Dec 21, 2020 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |