SOTAVerified

Robot Navigation

The fundamental objective of mobile Robot Navigation is to arrive at a goal position without collision. The mobile robot is supposed to be aware of obstacles and move freely in different working scenarios.

Source: Learning to Navigate from Simulation via Spatial and Semantic Information Synthesis with Noise Model Embedding

Papers

Showing 150 of 542 papers

TitleStatusHype
NeuPAN: Direct Point Robot Navigation with End-to-End Model-based LearningCode4
Navigation World ModelsCode4
SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object ManipulationCode3
ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot NavigationCode3
Deep Reinforcement Learning with Enhanced PPO for Safe Mobile Robot NavigationCode2
ConceptFusion: Open-set Multimodal 3D MappingCode2
Habitat: A Platform for Embodied AI ResearchCode2
DualMap: Online Open-Vocabulary Semantic Mapping for Natural Language Navigation in Dynamic Changing ScenesCode2
Situational Graphs for Robot Navigation in Structured Indoor EnvironmentsCode2
GenNBV: Generalizable Next-Best-View Policy for Active 3D ReconstructionCode2
Map It Anywhere (MIA): Empowering Bird's Eye View Mapping using Large-scale Public DataCode2
Visual Language Maps for Robot NavigationCode2
Learning Forward Dynamics Model and Informed Trajectory Sampler for Safe Quadruped NavigationCode1
IR-MCL: Implicit Representation-Based Online Global LocalizationCode1
Learning View and Target Invariant Visual Servoing for NavigationCode1
Improving Visual Place Recognition Based Robot Navigation By Verifying Localization EstimatesCode1
Digital Twin-Enhanced Wireless Indoor Navigation: Achieving Efficient Environment Sensing with Zero-Shot Reinforcement LearningCode1
InSpaceType: Dataset and Benchmark for Reconsidering Cross-Space Type Performance in Indoor Monocular DepthCode1
Lifelong-MonoDepth: Lifelong Learning for Multi-Domain Monocular Metric Depth EstimationCode1
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving AgentsCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
DiSCO: Differentiable Scan Context with OrientationCode1
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction ModelCode1
Deep Reinforcement learning for real autonomous mobile robot navigation in indoor environmentsCode1
DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion FramesCode1
A Multiplicative Value Function for Safe and Efficient Reinforcement LearningCode1
Interactive Gibson Benchmark (iGibson 0.5): A Benchmark for Interactive Navigation in Cluttered EnvironmentsCode1
iSLAM: Imperative SLAMCode1
L2B: Learning to Balance the Safety-Efficiency Trade-off in Interactive Crowd-aware Robot NavigationCode1
Decentralized Social Navigation with Non-Cooperative Robots via Bi-Level OptimizationCode1
E2Map: Experience-and-Emotion Map for Self-Reflective Robot Navigation with Language ModelsCode1
Conservative Offline Distributional Reinforcement LearningCode1
A Two-Stage Masked Autoencoder Based Network for Indoor Depth CompletionCode1
Adversarial Attacks and Detection in Visual Place Recognition for Safer Robot NavigationCode1
Calibrating Panoramic Depth Estimation for Practical Localization and MappingCode1
Can an Embodied Agent Find Your "Cat-shaped Mug"? LLM-Guided Exploration for Zero-Shot Object NavigationCode1
Context-Aware Entity Grounding with Open-Vocabulary 3D Scene GraphsCode1
Bilateral Grid Learning for Stereo Matching NetworksCode1
Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement LearningCode1
Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement LearningCode1
Deep Reinforcement Learning-Based Mapless Crowd Navigation with Perceived Risk of the Moving Crowd for Mobile RobotsCode1
Benchmarking Reinforcement Learning Techniques for Autonomous NavigationCode1
Differential Viewpoints for Ground Terrain Material RecognitionCode1
A Graph Neural Network to Model Disruption in Human-Aware Robot NavigationCode1
A Study on Learning Social Robot Navigation with Multimodal PerceptionCode1
Enhanced Boundary Learning for Glass-like Object SegmentationCode1
Extending Maps with Semantic and Contextual Object Information for Robot Navigation: a Learning-Based Framework using Visual and Depth CuesCode1
GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor EnvironmentsCode1
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal EstimationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SemExpSPL0.25Unverified
2SRCB-robot-sudoerSPL0.12Unverified
3Active Exploration (Pre-explore )SPL0.11Unverified
4Blue OxSPL0.11Unverified
5RLSPL0.06Unverified
6Habitat-WebSPL0.03Unverified
7CasaSPL0Unverified
8PPO RGBDSPL0Unverified
9Black SheepSPL0Unverified
10Clever TortoiseSPL0Unverified
#ModelMetricClaimedVerifiedStatus
1THDASPL0.09Unverified
26-Act TetherSPL0.08Unverified
3SRCB-robot-sudoerSPL0.07Unverified
4SemExpSPL0.07Unverified
5Active Exploration (Pre-explore )SPL0.04Unverified
6RGBD+DD-PPOSPL0.02Unverified
7RL_20_torch_18SPL0.02Unverified
8Blue OxSPL0.02Unverified
9CasaSPL0Unverified
10Forward_OnlySPL0Unverified
#ModelMetricClaimedVerifiedStatus
1VOSPL0.53Unverified
2SLAM-net + D*SPL0.38Unverified
3OccupancyAnticipationSPL0.22Unverified
4Information BottleneckSPL0.12Unverified
5ego-localizationSPL0.12Unverified
639SPL0.01Unverified
7csoSPL0.01Unverified
8UCULabSPL0.01Unverified
9Habitat Team (RGBD+DD-PPO)SPL0Unverified
10RandomAgentSPL0Unverified
#ModelMetricClaimedVerifiedStatus
1VOSPL0.61Unverified
2OccupancyAnticipationSPL0.6Unverified
3DANSPL0.53Unverified
4Visual Odometry for Realistic PointGoal NavigationSPL0.5Unverified
5ego-localizationSPL0.31Unverified
6Information BottleneckSPL0.13Unverified
7AlstarSPL0.05Unverified
8UCULabSPL0Unverified
9RandomAgentSPL0Unverified