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相关论文: UAV-VLN: End-to-End Vision Language guided Navigat…

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Navigating towards fully open language goals and exploring open scenes in an intelligent way have always raised significant challenges. Recently, Vision Language Models (VLMs) have demonstrated remarkable capabilities to reason with both…

计算机视觉与模式识别 · 计算机科学 2025-10-29 Zecheng Yin , Chonghao Cheng , and Yao Guo , Zhen Li

Conventional approaches to vision-and-language navigation (VLN) are trained end-to-end but struggle to perform well in freely traversable environments. Inspired by the robotics community, we propose a modular approach to VLN using…

机器人学 · 计算机科学 2020-12-11 Kevin Chen , Junshen K. Chen , Jo Chuang , Marynel Vázquez , Silvio Savarese

Maritime port inspection plays a critical role in ensuring safety, regulatory compliance, and operational efficiency in complex maritime environments. However, existing inspection methods often rely on manual operations and conventional…

机器人学 · 计算机科学 2026-01-21 Muhayy Ud Din , Waseem Akram , Ahsan B. Bakht , Irfan Hussain

Aerial vision-and-language navigation (VLN), requiring drones to interpret natural language instructions and navigate complex urban environments, emerges as a critical embodied AI challenge that bridges human-robot interaction, 3D spatial…

机器人学 · 计算机科学 2025-12-29 Weichen Zhang , Chen Gao , Shiquan Yu , Ruiying Peng , Baining Zhao , Qian Zhang , Jinqiang Cui , Xinlei Chen , Yong Li

Natural language (NL) navigation for low-altitude unmanned aerial vehicles (UAVs) offers an intelligent and convenient solution for low-altitude aerial services by enabling an intuitive interface for non-expert operators. However, deploying…

机器人学 · 计算机科学 2026-03-31 Yuqi Ping , Huahao Ding , Tianhao Liang , Longyu Zhou , Guangyu Lei , Xinglin Chen , Junwei Wu , Jieyu Zhou , Tingting Zhang

Vision-and-Language Navigation (VLN) tasks require an agent to follow textual instructions to navigate through 3D environments. Traditional approaches use supervised learning methods, relying heavily on domain-specific datasets to train VLN…

机器人学 · 计算机科学 2025-02-12 Yanyuan Qiao , Wenqi Lyu , Hui Wang , Zixu Wang , Zerui Li , Yuan Zhang , Mingkui Tan , Qi Wu

We consider the problem of Vision-and-Language Navigation (VLN). The majority of current methods for VLN are trained end-to-end using either unstructured memory such as LSTM, or using cross-modal attention over the egocentric observations…

计算机视觉与模式识别 · 计算机科学 2022-03-22 Georgios Georgakis , Karl Schmeckpeper , Karan Wanchoo , Soham Dan , Eleni Miltsakaki , Dan Roth , Kostas Daniilidis

Vision-Language Navigation (VLN) requires an embodied agent to navigate complex environments by following natural language instructions, which typically demands tight fusion of visual and language modalities. Existing VLN methods often…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Daojie Peng , Fulong Ma , Jun Ma

Low-altitude mobility, exemplified by unmanned aerial vehicles (UAVs), has introduced transformative advancements across various domains, like transportation, logistics, and agriculture. Leveraging flexible perspectives and rapid…

Language-guided embodied navigation requires an agent to interpret object-referential instructions, search across multiple rooms, localize the referenced target, and execute reliable motion toward it. Existing systems remain limited in real…

机器人学 · 计算机科学 2026-03-19 Zhongyuang Liu , Min He , Shaonan Yu , Xinhang Xu , Muqing Cao , Jianping Li , Jianfei Yang , Lihua Xie

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-and-Language Navigation (VLN) is a core task where embodied agents leverage their spatial mobility to navigate in 3D environments toward designated destinations based on natural language instructions. Recently, video-language large…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Zihan Wang , Seungjun Lee , Gim Hee Lee

Enabling robotic assistants to navigate complex environments and locate objects described in free-form language is a critical capability for real-world deployment. While foundation models, particularly Vision-Language Models (VLMs), offer…

机器人学 · 计算机科学 2026-04-16 Naoki Yokoyama , Sehoon Ha

Unmanned Aerial Vehicles (UAVs) are evolving into language-interactive platforms, enabling more intuitive forms of human-drone interaction. While prior works have primarily focused on high-level planning and long-horizon navigation, we…

机器人学 · 计算机科学 2025-05-27 Xiangyu Wang , Donglin Yang , Yue Liao , Wenhao Zheng , wenjun wu , Bin Dai , Hongsheng Li , Si Liu

Vision-and-Language Navigation (VLN) requires agents to autonomously navigate complex environments via visual images and natural language instructions--remains highly challenging. Recent research on enhancing language-guided navigation…

人工智能 · 计算机科学 2026-02-10 Changxin Huang , Lv Tang , Zhaohuan Zhan , Lisha Yu , Runhao Zeng , Zun Liu , Zhengjie Wang , Jianqiang Li

Vision-language navigation (VLN) is a critical domain within embedded intelligence, requiring agents to navigate 3D environments based on natural language instructions. Traditional VLN research has focused on improving environmental…

人工智能 · 计算机科学 2024-09-24 Zhiyuan Li , Yanfeng Lv , Ziqin Tu , Di Shang , Hong Qiao

The aspiration of the Vision-and-Language Navigation (VLN) task has long been to develop an embodied agent with robust adaptability, capable of seamlessly transferring its navigation capabilities across various tasks. Despite remarkable…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Siqi Zhang , Yanyuan Qiao , Qunbo Wang , Longteng Guo , Zhihua Wei , Jing Liu

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

The rapid progress of vision--language models (VLMs) has sparked growing interest in robotic control, where natural language can express the operation goals while visual feedback links perception to action. However, directly deploying…

机器人学 · 计算机科学 2025-11-04 Sarthak Mishra , Rishabh Dev Yadav , Avirup Das , Saksham Gupta , Wei Pan , Spandan Roy

Zero-shot Vision-and-Language Navigation (VLN) agents leveraging Large Language Models (LLMs) excel in generalization but suffer from insufficient spatial perception. Focusing on complex continuous environments, we categorize key perceptual…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Lu Yue , Yue Fan , Shiwei Lian , Yu Zhao , Jiaxin Yu , Liang Xie , Feitian Zhang