中文
相关论文

相关论文: Transferable Representation Learning in Vision-and…

200 篇论文

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 instructions) than other VLN datasets. It emphasizes the role of language…

计算机视觉与模式识别 · 计算机科学 2020-10-19 Alexander Ku , Peter Anderson , Roma Patel , Eugene Ie , Jason Baldridge

Vision-and-Language Navigation (VLN) is a natural language grounding task where agents have to interpret natural language instructions in the context of visual scenes in a dynamic environment to achieve prescribed navigation goals.…

计算与语言 · 计算机科学 2019-06-03 Haoshuo Huang , Vihan Jain , Harsh Mehta , Jason Baldridge , Eugene Ie

Vision-language navigation (VLN) is the task of entailing an agent to carry out navigational instructions inside photo-realistic environments. One of the key challenges in VLN is how to conduct a robust navigation by mitigating the…

计算机视觉与模式识别 · 计算机科学 2020-08-21 Hanqing Wang , Wenguan Wang , Tianmin Shu , Wei Liang , Jianbing Shen

In the Vision-and-Language Navigation task, the embodied agent follows linguistic instructions and navigates to a specific goal. It is important in many practical scenarios and has attracted extensive attention from both computer vision and…

计算机视觉与模式识别 · 计算机科学 2022-01-27 Sinan Tan , Mengmeng Ge , Di Guo , Huaping Liu , Fuchun Sun

Vision-Language Navigation (VLN) is a task where agents learn to navigate following natural language instructions. The key to this task is to perceive both the visual scene and natural language sequentially. Conventional approaches exploit…

计算机视觉与模式识别 · 计算机科学 2020-04-02 Fengda Zhu , Yi Zhu , Xiaojun Chang , Xiaodan Liang

Vision-and-Language Navigation (VLN) is a task that an agent is required to follow a language instruction to navigate to the goal position, which relies on the ongoing interactions with the environment during moving. Recent…

计算机视觉与模式识别 · 计算机科学 2022-07-19 Chuang Lin , Yi Jiang , Jianfei Cai , Lizhen Qu , Gholamreza Haffari , Zehuan Yuan

Vision-and-Language Navigation (VLN) is the task that requires an agent to navigate through the environment based on natural language instructions. At each step, the agent takes the next action by selecting from a set of navigable…

计算机视觉与模式识别 · 计算机科学 2023-04-12 Jialu Li , Mohit Bansal

We study the challenging problem of releasing a robot in a previously unseen environment, and having it follow unconstrained natural language navigation instructions. Recent work on the task of Vision-and-Language Navigation (VLN) has…

计算机视觉与模式识别 · 计算机科学 2020-11-10 Peter Anderson , Ayush Shrivastava , Joanne Truong , Arjun Majumdar , Devi Parikh , Dhruv Batra , Stefan Lee

Vision-Language Navigation (VLN) tasks require an agent to follow human language instructions to navigate in previously unseen environments. This challenging field involving problems in natural language processing, computer vision,…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Wansen Wu , Tao Chang , Xinmeng Li

An emerging paradigm in vision-and-language navigation (VLN) is the use of history-aware multi-modal transformer models. Given a language instruction, these models process observation and navigation history to predict the most appropriate…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Dongwoo Kang , Akhil Perincherry , Zachary Coalson , Aiden Gabriel , Stefan Lee , Sanghyun Hong

Vision-and-Language Navigation (VLN) requires an agent to follow natural-language instructions, explore the given environments, and reach the desired target locations. These step-by-step navigational instructions are crucial when the agent…

计算与语言 · 计算机科学 2020-05-08 Yubo Zhang , Hao Tan , Mohit Bansal

Vision-and-Language Navigation (VLN) is a multi-modal, cooperative task requiring agents to interpret human instructions, navigate 3D environments, and communicate effectively under ambiguity. This paper presents a comprehensive review of…

机器人学 · 计算机科学 2025-12-02 Nivedan Yakolli , Avinash Gautam , Abhijit Das , Yuankai Qi , Virendra Singh Shekhawat

Vision-and-Language Navigation (VLN) requires an agent to ground language instructions to its own movement within a visual environment. While state-of-the-art methods leverage the reasoning capabilities of Vision-Language Models (VLMs) for…

机器人学 · 计算机科学 2026-05-22 Wenxuan Guo , Xiuwei Xu , Yichen Liu , Xiangyu Li , Hang Yin , Huangxing Chen , Wenzhao Zheng , Jianjiang Feng , Jie Zhou , Jiwen Lu

We present Iterative Vision-and-Language Navigation (IVLN), a paradigm for evaluating language-guided agents navigating in a persistent environment over time. Existing Vision-and-Language Navigation (VLN) benchmarks erase the agent's memory…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Jacob Krantz , Shurjo Banerjee , Wang Zhu , Jason Corso , Peter Anderson , Stefan Lee , Jesse Thomason

The challenging task of Vision-and-Language Navigation (VLN) requires embodied agents to follow natural language instructions to reach a goal location or object (e.g. `walk down the hallway and turn left at the piano'). For agents to…

计算机视觉与模式识别 · 计算机科学 2023-12-04 Meera Hahn , Amit Raj , James M. Rehg

Vision-Language Navigation (VLN) is a core challenge in embodied AI, requiring agents to navigate real-world environments using natural language instructions. Current language model-based navigation systems operate on discrete topological…

计算机视觉与模式识别 · 计算机科学 2025-06-26 Zhangyang Qi , Zhixiong Zhang , Yizhou Yu , Jiaqi Wang , Hengshuang Zhao

Developing Vision-and-Language Navigation (VLN) agents typically assumes a \textit{train-once-deploy-once} strategy, which is unrealistic as deployed agents continually encounter novel environments. To address this, we propose the Continual…

计算机视觉与模式识别 · 计算机科学 2025-11-03 Seongjun Jeong , Gi-Cheon Kang , Seongho Choi , Joochan Kim , Byoung-Tak Zhang

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-language navigation (VLN) remains limited. One reason for this is…

计算机视觉与模式识别 · 计算机科学 2021-03-30 Yicong Hong , Qi Wu , Yuankai Qi , Cristian Rodriguez-Opazo , Stephen Gould

Vision-language navigation (VLN) requires an agent to navigate through an 3D environment based on visual observations and natural language instructions. It is clear that the pivotal factor for successful navigation lies in the comprehensive…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Rui Liu , Wenguan Wang , Yi Yang

Humans can collaborate and complete tasks based on visual signals and instruction from the environment. Training such a robot is difficult especially due to the understanding of the instruction and the complicated environment. Previous…

人工智能 · 计算机科学 2023-05-12 Kairui Zhou