| A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones | May 4, 2018 | Autonomous NavigationVisual Navigation | CodeCode Available | 1 |
| Score refinement for confidence-based 3D multi-object tracking | Jul 9, 2021 | 3D Multi-Object TrackingAutonomous Navigation | CodeCode Available | 1 |
| An Open Source and Open Hardware Deep Learning-powered Visual Navigation Engine for Autonomous Nano-UAVs | May 10, 2019 | Autonomous NavigationVisual Navigation | CodeCode Available | 1 |
| PIC4rl-gym: a ROS2 modular framework for Robots Autonomous Navigation with Deep Reinforcement Learning | Nov 19, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 |
| SPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous Driving | Sep 16, 2021 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 |
| Full-Time Monocular Road Detection Using Zero-Distribution Prior of Angle of Polarization | Aug 1, 2020 | Autonomous Navigation | CodeCode Available | 1 |
| ElC-OIS: Ellipsoidal Clustering for Open-World Instance Segmentation on LiDAR Data | Mar 8, 2023 | Autonomous NavigationClustering | CodeCode Available | 1 |
| SUMMIT: Source-Free Adaptation of Uni-Modal Models to Multi-Modal Targets | Aug 23, 2023 | Autonomous NavigationPseudo Label | CodeCode Available | 1 |
| Towards Autonomous Crop-Agnostic Visual Navigation in Arable Fields | Sep 24, 2021 | Autonomous NavigationManagement | CodeCode Available | 1 |
| ASY-VRNet: Waterway Panoptic Driving Perception Model based on Asymmetric Fair Fusion of Vision and 4D mmWave Radar | Aug 20, 2023 | Autonomous Navigationobject-detection | CodeCode Available | 1 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 |
| Towards PAC Multi-Object Detection and Tracking | Apr 15, 2022 | Autonomous NavigationConformal Prediction | CodeCode Available | 1 |
| DSLR: Dynamic to Static LiDAR Scan Reconstruction Using Adversarially Trained Autoencoder | May 26, 2021 | Autonomous NavigationAutonomous Vehicles | CodeCode Available | 1 |
| 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 |
| Efficient Map Sparsification Based on 2D and 3D Discretized Grids | Mar 20, 2023 | Autonomous Navigation | CodeCode Available | 1 |
| Geometric Structure Aided Visual Inertial Localization | Nov 9, 2020 | Autonomous NavigationVisual Localization | CodeCode Available | 1 |
| Deep learning-based Crop Row Detection for Infield Navigation of Agri-Robots | Sep 9, 2022 | Autonomous Navigation | CodeCode Available | 1 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 |
| DeepPilot: A CNN for Autonomous Drone Racing | Aug 13, 2020 | Autonomous NavigationNavigate | CodeCode Available | 1 |
| Asymmetrical Bi-RNN for pedestrian trajectory encoding | Jun 1, 2021 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 |
| 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 |
| Diffusion-Reinforcement Learning Hierarchical Motion Planning in Multi-agent Adversarial Games | Mar 16, 2024 | Autonomous NavigationEfficient Exploration | CodeCode Available | 1 |
| DOTIE -- Detecting Objects through Temporal Isolation of Events using a Spiking Architecture | Oct 3, 2022 | Autonomous NavigationObject | CodeCode Available | 1 |
| DRIFT: Deep Reinforcement Learning for Intelligent Floating Platforms Trajectories | Oct 6, 2023 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 1 |
| DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion Frames | Nov 1, 2019 | Autonomous NavigationGPU | CodeCode Available | 1 |
| Benchmarking Visual Localization for Autonomous Navigation | Mar 24, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 |
| FlightForge: Advancing UAV Research with Procedural Generation of High-Fidelity Simulation and Integrated Autonomy | Feb 7, 2025 | Autonomous NavigationCollision Avoidance | CodeCode Available | 1 |
| FOVEA: Foveated Image Magnification for Autonomous Navigation | Aug 27, 2021 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 |
| Binary TTC: A Temporal Geofence for Autonomous Navigation | Jan 12, 2021 | Autonomous NavigationQuantization | CodeCode Available | 1 |
| GP-guided MPPI for Efficient Navigation in Complex Unknown Cluttered Environments | Jul 8, 2023 | Autonomous NavigationCollision Avoidance | CodeCode Available | 1 |
| Improve Underwater Object Detection through YOLOv12 Architecture and Physics-informed Augmentation | Jun 30, 2025 | Autonomous NavigationComputational Efficiency | CodeCode Available | 1 |
| Autonomous Navigation in Unknown Environments using Sparse Kernel-based Occupancy Mapping | Feb 5, 2020 | Autonomous Navigation | CodeCode Available | 1 |
| Channel-Aware Distillation Transformer for Depth Estimation on Nano Drones | Mar 18, 2023 | Autonomous NavigationDepth Estimation | CodeCode Available | 1 |
| JRDB: A Dataset and Benchmark of Egocentric Robot Visual Perception of Humans in Built Environments | Oct 25, 2019 | Autonomous NavigationHuman Detection | CodeCode Available | 1 |
| Continuity-Aware Latent Interframe Information Mining for Reliable UAV Tracking | Mar 8, 2023 | Autonomous Navigation | CodeCode Available | 1 |
| Autonomous Navigation System from Simultaneous Localization and Mapping | Dec 14, 2021 | Autonomous NavigationSimultaneous Localization and Mapping | CodeCode Available | 1 |
| Bi3D: Stereo Depth Estimation via Binary Classifications | May 14, 2020 | Autonomous NavigationDepth Estimation | CodeCode Available | 1 |
| Large-scale Autonomous Flight with Real-time Semantic SLAM under Dense Forest Canopy | Sep 14, 2021 | Autonomous NavigationSemantic Segmentation | CodeCode Available | 1 |
| Learning Forward Dynamics Model and Informed Trajectory Sampler for Safe Quadruped Navigation | Apr 19, 2022 | Autonomous NavigationNavigate | CodeCode Available | 1 |
| Learning to Move with Affordance Maps | Jan 8, 2020 | Autonomous NavigationAutonomous Vehicles | CodeCode Available | 1 |
| 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 |
| BiC-MPPI: Goal-Pursuing, Sampling-Based Bidirectional Rollout Clustering Path Integral for Trajectory Optimization | Oct 9, 2024 | Autonomous NavigationTrajectory Planning | CodeCode Available | 1 |
| 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 |
| MIDAS: Multi-agent Interaction-aware Decision-making with Adaptive Strategies for Urban Autonomous Navigation | Aug 17, 2020 | Autonomous NavigationDecision Making | CodeCode Available | 1 |
| DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place Recognition | Nov 17, 2020 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 |
| Benchmarking Deep Reinforcement Learning for Navigation in Denied Sensor Environments | Oct 18, 2024 | Autonomous NavigationBenchmarking | CodeCode Available | 1 |
| Benchmarking Reinforcement Learning Techniques for Autonomous Navigation | Oct 10, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 |
| PRISM-TopoMap: Online Topological Mapping with Place Recognition and Scan Matching | Apr 2, 2024 | Autonomous Navigation | CodeCode Available | 1 |
| Goal-Guided Transformer-Enabled Reinforcement Learning for Efficient Autonomous Navigation | Jan 1, 2023 | Autonomous NavigationDecision Making | CodeCode Available | 1 |
| POLAR-Sim: Augmenting NASA's POLAR Dataset for Data-Driven Lunar Perception and Rover Simulation | Sep 21, 2023 | Autonomous NavigationSemantic Segmentation | CodeCode Available | 1 |