SOTAVerified

Vision and Language Navigation

Papers

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Showing 126–150 of 223 papers

TitleStatusHype
IVLMap: Instance-Aware Visual Language Grounding for Consumer Robot Navigation—0
Scaling Vision-and-Language Navigation With Offline RL—0
OVER-NAV: Elevating Iterative Vision-and-Language Navigation with Open-Vocabulary Detection and StructurEd Representation—0
Temporal-Spatial Object Relations Modeling for Vision-and-Language Navigation—0
Continual Vision-and-Language Navigation—0
Hierarchical Spatial Proximity Reasoning for Vision-and-Language NavigationCode0
Mind the Error! Detection and Localization of Instruction Errors in Vision-and-Language Navigation—0
Towards Deviation-Robust Agent Navigation via Perturbation-Aware Contrastive Learning—0
Causality-based Cross-Modal Representation Learning for Vision-and-Language Navigation—0
NaVid: Video-based VLM Plans the Next Step for Vision-and-Language Navigation—0
VLN-Video: Utilizing Driving Videos for Outdoor Vision-and-Language Navigation—0
NavHint: Vision and Language Navigation Agent with a Hint GeneratorCode0
MapGPT: Map-Guided Prompting with Adaptive Path Planning for Vision-and-Language Navigation—0
Which way is `right'?: Uncovering limitations of Vision-and-Language Navigation model—0
DAP: Domain-aware Prompt Learning for Vision-and-Language Navigation—0
Does VLN Pretraining Work with Nonsensical or Irrelevant Instructions?—0
Vision and Language Navigation in the Real World via Online Visual Language Mapping—0
LangNav: Language as a Perceptual Representation for Navigation—0
Evaluating Explanation Methods for Vision-and-Language Navigation—0
Prompt-based Context- and Domain-aware Pretraining for Vision and Language Navigation—0
VLN-PETL: Parameter-Efficient Transfer Learning for Vision-and-Language NavigationCode0
A^2Nav: Action-Aware Zero-Shot Robot Navigation by Exploiting Vision-and-Language Ability of Foundation Models—0
Mind the Gap: Improving Success Rate of Vision-and-Language Navigation by Revisiting Oracle Success Routes—0
Kefa: A Knowledge Enhanced and Fine-grained Aligned Speaker for Navigation Instruction GenerationCode0
Behavioral Analysis of Vision-and-Language Navigation AgentsCode0
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All datasetsVLN ChallengeTouchdown DatasetRxRmap2seqRoom2Roomrobo-vln

Benchmark Results

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