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 5175 of 542 papers

TitleStatusHype
NTFields: Neural Time Fields for Physics-Informed Robot Motion PlanningCode1
Zero-shot Active Visual Search (ZAVIS): Intelligent Object Search for Robotic AssistantsCode1
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction ModelCode1
Learning Forward Dynamics Model and Informed Trajectory Sampler for Safe Quadruped NavigationCode1
Proactive Anomaly Detection for Robot Navigation with Multi-Sensor FusionCode1
Intention Aware Robot Crowd Navigation with Attention-Based Interaction GraphCode1
Model-free Neural Lyapunov Control for Safe Robot NavigationCode1
View Vertically: A Hierarchical Network for Trajectory Prediction via Fourier SpectrumsCode1
Towards real-world navigation with deep differentiable plannersCode1
Conservative Offline Distributional Reinforcement LearningCode1
Bilateral Grid Learning for Stereo Matching NetworksCode1
TransLoc3D : Point Cloud based Large-scale Place Recognition using Adaptive Receptive FieldsCode1
FESTA: Flow Estimation via Spatial-Temporal Attention for Scene Point CloudsCode1
Enhanced Boundary Learning for Glass-like Object SegmentationCode1
GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor EnvironmentsCode1
Sequential Place Learning: Heuristic-Free High-Performance Long-Term Place RecognitionCode1
Robot Navigation in a Crowd by Integrating Deep Reinforcement Learning and Online PlanningCode1
A Graph Neural Network to Model Disruption in Human-Aware Robot NavigationCode1
End-to-End Egospheric Spatial MemoryCode1
NavRep: Unsupervised Representations for Reinforcement Learning of Robot Navigation in Dynamic Human EnvironmentsCode1
Robust Neural Routing Through Space Partitions for Camera Relocalization in Dynamic Indoor EnvironmentsCode1
Multi-view Depth Estimation using Epipolar Spatio-Temporal NetworksCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement LearningCode1
Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement LearningCode1
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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
7Objects In Mirror Are Closer Than They AppearSPL0Unverified
8CasaSPL0Unverified
9PPO RGBDSPL0Unverified
10Black SheepSPL0Unverified
#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
9Black SheepSPL0Unverified
10RandomAgentSPL0Unverified
#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
8RandomAgentSPL0Unverified
9UCULabSPL0Unverified