SOTAVerified

Vision and Language Navigation

Papers

Showing 5175 of 223 papers

TitleStatusHype
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving AgentsCode1
Navigating Beyond Instructions: Vision-and-Language Navigation in Obstructed EnvironmentsCode1
KERM: Knowledge Enhanced Reasoning for Vision-and-Language NavigationCode1
Multimodal Text Style Transfer for Outdoor Vision-and-Language NavigationCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
Retouchdown: Adding Touchdown to StreetLearn as a Shareable Resource for Language Grounding Tasks in Street ViewCode1
PRET: Planning with Directed Fidelity Trajectory for Vision and Language NavigationCode1
A Dual Semantic-Aware Recurrent Global-Adaptive Network For Vision-and-Language NavigationCode1
Adversarial Reinforced Instruction Attacker for Robust Vision-Language NavigationCode1
Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor AreasCode1
Reinforced Structured State-Evolution for Vision-Language NavigationCode1
Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal GroundingCode1
Neighbor-view Enhanced Model for Vision and Language NavigationCode1
History Aware Multimodal Transformer for Vision-and-Language NavigationCode1
How Much Can CLIP Benefit Vision-and-Language Tasks?Code1
One Step at a Time: Long-Horizon Vision-and-Language Navigation with MilestonesCode1
FedVLN: Privacy-preserving Federated Vision-and-Language NavigationCode1
Landmark-RxR: Solving Vision-and-Language Navigation with Fine-Grained Alignment SupervisionCode1
GridMM: Grid Memory Map for Vision-and-Language NavigationCode1
HOP: History-and-Order Aware Pre-training for Vision-and-Language NavigationCode1
g3D-LF: Generalizable 3D-Language Feature Fields for Embodied TasksCode1
Grounded Entity-Landmark Adaptive Pre-training for Vision-and-Language NavigationCode1
Improving Vision-and-Language Navigation with Image-Text Pairs from the WebCode1
The Road to Know-Where: An Object-and-Room Informed Sequential BERT for Indoor Vision-Language NavigationCode1
Pathdreamer: A World Model for Indoor NavigationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1humansuccess0.86Unverified
2Lilysuccess0.79Unverified
3Airbertsuccess0.78Unverified
4Global Normalizationsuccess0.74Unverified
5explore@40 beam-searchsuccess0.74Unverified
6BEVBertsuccess0.73Unverified
7GMapsuccess0.73Unverified
8VLN-Bertsuccess0.73Unverified
9Gloabl Normalization pre-exploresuccess0.73Unverified
10FOAM-Beam Searchsuccess0.72Unverified
#ModelMetricClaimedVerifiedStatus
1FLAMETask Completion (TC)40.2Unverified
2ORAR + junction type + heading deltaTask Completion (TC)29.1Unverified
3ORARTask Completion (TC)24.2Unverified
4ARC + L2STOPTask Completion (TC)16.68Unverified
5VLN Transformer +M-50 +styleTask Completion (TC)16.2Unverified
6VLN TransformerTask Completion (TC)14.9Unverified
7ARCTask Completion (TC)14.13Unverified
8Retouch-RConcatTask Completion (TC)12.8Unverified
9Gated Attention (GA)Task Completion (TC)11.9Unverified
10RConcatTask Completion (TC)11.8Unverified
#ModelMetricClaimedVerifiedStatus
1MARVALndtw66.76Unverified
2EnvEdit-PTndtw64.61Unverified
3HAMTndtw59.94Unverified
4CLEAR-CLIPndtw53.69Unverified
5Monolingual Baselinendtw41.05Unverified
6Multilingual Baselinendtw36.81Unverified
#ModelMetricClaimedVerifiedStatus
1FLAMETask Completion (TC)52.44Unverified
2ORAR + junction type + heading deltaTask Completion (TC)46.7Unverified
3ORARTask Completion (TC)45.1Unverified
4Gated AttentionTask Completion (TC)17Unverified
5RconcatTask Completion (TC)14.7Unverified
#ModelMetricClaimedVerifiedStatus
1R2R+EnvDropspl0.61Unverified
2RCM + SILspl0.59Unverified
3Tactical Rewind - shortspl0.41Unverified
#ModelMetricClaimedVerifiedStatus
1Hierarchical Cross-Modal AgentSPL (Sucess Weighted by Path Length)0.4Unverified