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 201250 of 316 papers

TitleStatusHype
Towards Generalisable Audio Representations for Audio-Visual Navigation0
Image Augmentation Based Momentum Memory Intrinsic Reward for Sparse Reward Visual Scenes0
GraphMapper: Efficient Visual Navigation by Scene Graph Generation0
Learning Value Functions from Undirected State-only Experience0
Single Object Tracking Research: A Survey0
Contrastive Learning for Image Registration in Visual Teach and Repeat NavigationCode0
Bi-directional Loop Closure for Visual SLAM0
Newton-PnP: Real-time Visual Navigation for Autonomous Toy-Drones0
Zero Experience Required: Plug & Play Modular Transfer Learning for Semantic Visual Navigation0
Dynamical Audio-Visual Navigation: Catching Unheard Moving Sound Sources in Unmapped 3D Environments0
RARA: Zero-shot Sim2Real Visual Navigation with Following Foreground CuesCode0
Towards Disturbance-Free Visual Mobile ManipulationCode0
Symmetry-aware Neural Architecture for Embodied Visual Navigation0
Trajectory-Constrained Deep Latent Visual Attention for Improved Local Planning in Presence of Heterogeneous Terrain0
Gram-SLD: Automatic Self-labeling and Detection for Instance Objects0
Agent-Centric Relation Graph for Object Visual Navigation0
An in-depth experimental study of sensor usage and visual reasoning of robots navigating in real environments0
Polyline Generative Navigable Space Segmentation for Autonomous Visual Navigation0
SOAT: A Scene- and Object-Aware Transformer for Vision-and-Language Navigation0
Lifelong Topological Visual Navigation0
Self-Supervised Domain Adaptation for Visual Navigation with Global Map Consistency0
Augmenting Imitation Experience via Equivariant Representations0
Learning Efficient Multi-Agent Cooperative Visual Exploration0
SeanNet: Semantic Understanding Network for Localization Under Object DynamicsCode0
3d sequential image mosaicing for underwater navigation and mapping0
Environment Predictive Coding for Visual Navigation0
Benchmarking Augmentation Methods for Learning Robust Navigation Agents: the Winning Entry of the 2021 iGibson Challenge0
Deep Visual Navigation under Partial Observability0
Underwater inspection and intervention dataset0
Deep Learning for Embodied Vision Navigation: A Survey0
Learned Visual Navigation for Under-Canopy Agricultural Robots0
Predictive Control Using Learned State Space Models via Rolling Horizon Evolution0
Robot in a China Shop: Using Reinforcement Learning for Location-Specific Navigation Behaviour0
Differentiable SLAM-net: Learning Particle SLAM for Visual Navigation0
On Lottery Tickets and Minimal Task Representations in Deep Reinforcement Learning0
MaAST: Map Attention with Semantic Transformersfor Efficient Visual Navigation0
A Survey of Embodied AI: From Simulators to Research Tasks0
Learning a State Representation and Navigation in Cluttered and Dynamic Environments0
Learning for Visual Navigation by Imagining the Success0
Imitation Learning with Human Eye Gaze via Multi-Objective PredictionCode0
Scene Retrieval for Contextual Visual Mapping0
Learned Camera Gain and Exposure Control for Improved Visual Feature Detection and Matching0
A Pipeline for Vision-Based On-Orbit Proximity Operations Using Deep Learning and Synthetic Imagery0
Pose Invariant Topological Memory for Visual Navigation0
Semantic Audio-Visual Navigation0
A Few Shot Adaptation of Visual Navigation Skills to New Observations using Meta-Learning0
Unsupervised Domain Adaptation for Visual Navigation0
On Embodied Visual Navigation in Real Environments Through HabitatCode0
SHREC 2020 track: 6D Object Pose Estimation0
Embodied Visual Navigation with Automatic Curriculum Learning in Real Environments0
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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