Vision And Language Navigation On Touchdown

Metrics

Task Completion (TC)

Results

Performance results of various models on this benchmark

		Paper Title
FLAME	40.20	FLAME: Learning to Navigate with Multimodal LLM in Urban Environments
ORAR + junction type + heading delta	29.1	Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas
ORAR	24.2	Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas
ARC + L2STOP	16.68	Learning to Stop: A Simple yet Effective Approach to Urban Vision-Language Navigation
VLN Transformer +M-50 +style	16.2	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
VLN Transformer	14.9	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
ARC	14.13	Learning to Stop: A Simple yet Effective Approach to Urban Vision-Language Navigation
Retouch-RConcat	12.8	Retouchdown: Adding Touchdown to StreetLearn as a Shareable Resource for Language Grounding Tasks in Street View
Gated Attention (GA)	11.9	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
RConcat	11.8	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
RConcat	10.7	Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments
Gated Attention (GA)	5.5	Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments

0 of 12 row(s) selected.

Vision And Language Navigation On Touchdown

Metrics

Task Completion (TC)

Results

Performance results of various models on this benchmark

		Paper Title
FLAME	40.20	FLAME: Learning to Navigate with Multimodal LLM in Urban Environments
ORAR + junction type + heading delta	29.1	Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas
ORAR	24.2	Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas
ARC + L2STOP	16.68	Learning to Stop: A Simple yet Effective Approach to Urban Vision-Language Navigation
VLN Transformer +M-50 +style	16.2	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
VLN Transformer	14.9	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
ARC	14.13	Learning to Stop: A Simple yet Effective Approach to Urban Vision-Language Navigation
Retouch-RConcat	12.8	Retouchdown: Adding Touchdown to StreetLearn as a Shareable Resource for Language Grounding Tasks in Street View
Gated Attention (GA)	11.9	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
RConcat	11.8	Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation
RConcat	10.7	Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments
Gated Attention (GA)	5.5	Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments

0 of 12 row(s) selected.

Vision And Language Navigation On Touchdown | SOTA | HyperAI