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Multimodal research in vision and language: A review of current and emerging trends
Deep Learning and its applications have cascaded impactful research and development
with a diverse range of modalities present in the real-world data. More recently, this has …
with a diverse range of modalities present in the real-world data. More recently, this has …
Navgpt: Explicit reasoning in vision-and-language navigation with large language models
Trained with an unprecedented scale of data, large language models (LLMs) like ChatGPT
and GPT-4 exhibit the emergence of significant reasoning abilities from model scaling. Such …
and GPT-4 exhibit the emergence of significant reasoning abilities from model scaling. Such …
Embodied navigation with multi-modal information: A survey from tasks to methodology
Embodied AI aims to create agents that complete complex tasks by interacting with the
environment. A key problem in this field is embodied navigation which understands multi …
environment. A key problem in this field is embodied navigation which understands multi …
Panogen: Text-conditioned panoramic environment generation for vision-and-language navigation
Abstract Vision-and-Language Navigation requires the agent to follow language instructions
to navigate through 3D environments. One main challenge in Vision-and-Language …
to navigate through 3D environments. One main challenge in Vision-and-Language …
Vln bert: A recurrent vision-and-language bert for navigation
Accuracy of many visiolinguistic tasks has benefited significantly from the application of
vision-and-language (V&L) BERT. However, its application for the task of vision-and …
vision-and-language (V&L) BERT. However, its application for the task of vision-and …
Room-across-room: Multilingual vision-and-language navigation with dense spatiotemporal grounding
We introduce Room-Across-Room (RxR), a new Vision-and-Language Navigation (VLN)
dataset. RxR is multilingual (English, Hindi, and Telugu) and larger (more paths and …
dataset. RxR is multilingual (English, Hindi, and Telugu) and larger (more paths and …
Towards learning a generalist model for embodied navigation
Building a generalist agent that can interact with the world is an ultimate goal for humans
thus spurring the research for embodied navigation where an agent is required to navigate …
thus spurring the research for embodied navigation where an agent is required to navigate …
Vision-and-language navigation: A survey of tasks, methods, and future directions
A long-term goal of AI research is to build intelligent agents that can communicate with
humans in natural language, perceive the environment, and perform real-world tasks. Vision …
humans in natural language, perceive the environment, and perform real-world tasks. Vision …
Airbert: In-domain pretraining for vision-and-language navigation
Vision-and-language navigation (VLN) aims to enable embodied agents to navigate in
realistic environments using natural language instructions. Given the scarcity of domain …
realistic environments using natural language instructions. Given the scarcity of domain …
March in chat: Interactive prompting for remote embodied referring expression
Abstract Many Vision-and-Language Navigation (VLN) tasks have been proposed in recent
years, from room-based to object-based and indoor to outdoor. The REVERIE (Remote …
years, from room-based to object-based and indoor to outdoor. The REVERIE (Remote …