SOTAVerified

Visual Navigation

Visual Navigation is the problem of navigating an agent, e.g. a mobile robot, in an environment using camera input only. The agent is given a target image (an image it will see from the target position), and its goal is to move from its current position to the target by applying a sequence of actions, based on the camera observations only.

Source: Vision-based Navigation Using Deep Reinforcement Learning

Papers

Showing 251300 of 316 papers

TitleStatusHype
Meta Adaptation using Importance Weighted Demonstrations0
MetaCropFollow: Few-Shot Adaptation with Meta-Learning for Under-Canopy Navigation0
Meta-Explore: Exploratory Hierarchical Vision-and-Language Navigation Using Scene Object Spectrum Grounding0
Exploring the Impacts from Datasets to Monocular Depth Estimation (MDE) Models with MineNavi0
MoDA: Map style transfer for self-supervised Domain Adaptation of embodied agents0
Moving Forward by Moving Backward: Embedding Action Impact over Action Semantics0
Towards Generalisable Audio Representations for Audio-Visual Navigation0
Towards self-attention based visual navigation in the real world0
Trajectory-Constrained Deep Latent Visual Attention for Improved Local Planning in Presence of Heterogeneous Terrain0
UAS Navigation in the Real World Using Visual Observation0
UAS Visual Navigation in Large and Unseen Environments via a Meta Agent0
Underwater inspection and intervention dataset0
Unifying Map and Landmark Based Representations for Visual Navigation0
Universal Successor Features Based Deep Reinforcement Learning for Navigation0
Unreal Robotics Lab: A High-Fidelity Robotics Simulator with Advanced Physics and Rendering0
UnrealZoo: Enriching Photo-realistic Virtual Worlds for Embodied AI0
Unsupervised Domain Adaptation for Visual Navigation0
Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation0
Graph Attention Memory for Visual Navigation0
Utilizing High-level Visual Feature for Indoor Shopping Mall Navigation0
Value Explicit Pretraining for Learning Transferable Representations0
Vid2Sim: Realistic and Interactive Simulation from Video for Urban Navigation0
Virtual Testbed for Monocular Visual Navigation of Small Unmanned Aircraft Systems0
VisualEchoes: Spatial Image Representation Learning through Echolocation0
Visual Hindsight Self-Imitation Learning for Interactive Navigation0
ViVa-SAFELAND: a New Freeware for Safe Validation of Vision-based Navigation in Aerial Vehicles0
VR-Robo: A Real-to-Sim-to-Real Framework for Visual Robot Navigation and Locomotion0
Wait, That Feels Familiar: Learning to Extrapolate Human Preferences for Preference Aligned Path Planning0
Wild Visual Navigation: Fast Traversability Learning via Pre-Trained Models and Online Self-Supervision0
Bird's Eye View Based Pretrained World model for Visual Navigation0
Zero Experience Required: Plug & Play Modular Transfer Learning for Semantic Visual Navigation0
Zero-shot Imitation Learning from Demonstrations for Legged Robot Visual Navigation0
On the Performance of ConvNet Features for Place RecognitionCode0
3MOS: Multi-sources, Multi-resolutions, and Multi-scenes dataset for Optical-SAR image matchingCode0
On Embodied Visual Navigation in Real Environments Through HabitatCode0
Motor Focus: Fast Ego-Motion Prediction for Assistive Visual NavigationCode0
See What the Robot Can't See: Learning Cooperative Perception for Visual NavigationCode0
Vision-based Navigation Using Deep Reinforcement LearningCode0
Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation LearningCode0
What you see is what you get: Experience ranking with deep neural dataset-to-dataset similarity for topological localisationCode0
The Regretful Navigation Agent for Vision-and-Language NavigationCode0
The Regretful Agent: Heuristic-Aided Navigation through Progress EstimationCode0
Towards Disturbance-Free Visual Mobile ManipulationCode0
Good Time to Ask: A Learning Framework for Asking for Help in Embodied Visual NavigationCode0
Target-driven Visual Navigation in Indoor Scenes using Deep Reinforcement LearningCode0
SplitNet: Sim2Sim and Task2Task Transfer for Embodied Visual NavigationCode0
SeanNet: Semantic Understanding Network for Localization Under Object DynamicsCode0
Air Learning: A Deep Reinforcement Learning Gym for Autonomous Aerial Robot Visual NavigationCode0
Scaling and Benchmarking Self-Supervised Visual Representation LearningCode0
Imitation Learning with Human Eye Gaze via Multi-Objective PredictionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1NaviLLMdist_to_end_reduction7.9Unverified
2VLN-PETLdist_to_end_reduction6.13Unverified
3early to beddist_to_end_reduction6.03Unverified
4HAMTdist_to_end_reduction5.58Unverified
5s-agent (NDH-Full)dist_to_end_reduction5.27Unverified
6BabyWalk (r2r-pretrain)dist_to_end_reduction4.46Unverified
7Environment-agnostic Multitask Learningdist_to_end_reduction3.91Unverified
8BabyWalkdist_to_end_reduction3.65Unverified
9Test2-NDHdist_to_end_reduction3.44Unverified
10SCoAdist_to_end_reduction3.37Unverified
#ModelMetricClaimedVerifiedStatus
1SUSAspl0.64Unverified
2Meta-Explorespl0.61Unverified
3NaviLLMspl0.6Unverified
4BEV-BERTspl0.6Unverified
5HOPspl0.59Unverified
6DUETspl0.58Unverified
7VLN-PETLspl0.58Unverified
8VLN-BERTspl0.57Unverified
9Prevalentspl0.51Unverified
10RCM+SIL(no early exploration)spl0.38Unverified
#ModelMetricClaimedVerifiedStatus
1AutoVLNNav-SPL27.83Unverified
2NaviLLMNav-SPL26.26Unverified
3Meta-ExploreNav-SPL25.8Unverified
4SUSANav-SPL25.47Unverified
5DUETNav-SPL21.42Unverified
6GBENav-SPL13.3Unverified
#ModelMetricClaimedVerifiedStatus
1MVV-INSPL (All)17.27Unverified
2SAVNSPL (All)16.15Unverified
#ModelMetricClaimedVerifiedStatus
1PopArt-IMPALAMedium Human-Normalized Score72.8Unverified
#ModelMetricClaimedVerifiedStatus
1Prevalentspl28.72Unverified