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In this work we concentrate on the task of goal-oriented Vision-and-Language Navigation (VLN). Existing methods often make decisions based on historical information, overlooking the future implications and long-term outcomes of the actions.…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Peiran Xu , Xicheng Gong , Yadong MU

Recent advances in cross-view geo-localization (CVGL) methods have shown strong potential for supporting unmanned aerial vehicle (UAV) navigation in GNSS-denied environments. However, existing work predominantly focuses on matching UAV…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Kejia Liu , Haoyang Zhou , Ruoyu Xu , Peicheng Wang , Mingli Song , Haofei Zhang

Visual Language Navigation is a task that challenges robots to navigate in realistic environments based on natural language instructions. While previous research has largely focused on static settings, real-world navigation must often…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Dillon Loh , Tomasz Bednarz , Xinxing Xia , Frank Guan

Vision-and-language navigation (VLN) aims to build autonomous visual agents that follow instructions and navigate in real scenes. To remember previously visited locations and actions taken, most approaches to VLN implement memory using…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Shizhe Chen , Pierre-Louis Guhur , Cordelia Schmid , Ivan Laptev

Aerial vision-language navigation (AVLN) enables UAVs to follow natural-language instructions in complex 3D environments. However, existing zero-shot AVLN methods often suffer from unstable single-stream Vision-Language Model…

机器人学 · 计算机科学 2026-03-12 Guiyong Zheng , Yueting Ban , Mingjie Zhang , Juepeng Zheng , Boyu Zhou

Vision-and-Language Navigation (VLN) aims to enable embodied agents to follow natural language instructions and reach target locations in real-world environments. While prior methods often rely on either global scene representations or…

计算机视觉与模式识别 · 计算机科学 2025-04-28 Junrong Yue , Yifan Zhang , Chuan Qin , Bo Li , Xiaomin Lie , Xinlei Yu , Wenxin Zhang , Zhendong Zhao

Vision-and-Language Navigation (VLN) requires agents to interpret natural language instructions and act coherently in visually rich environments. However, most existing methods rely on reactive state-action mappings without explicitly…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Weiye Zhu , Zekai Zhang , Xiangchen Wang , Hewei Pan , Teng Wang , Tiantian Geng , Rongtao Xu , Feng Zheng

Vision-and-Language Navigation (VLN), as a widely discussed research direction in embodied intelligence, aims to enable embodied agents to navigate in complicated visual environments through natural language commands. Most existing VLN…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Youzhi Liu , Fanglong Yao , Yuanchang Yue , Guangluan Xu , Xian Sun , Kun Fu

Vision-and-Language Navigation (VLN) aims to navigate to the target location by following a given instruction. Unlike existing methods focused on predicting a more accurate action at each step in navigation, in this paper, we make the first…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Chongyang Zhao , Yuankai Qi , Qi Wu

Vision-and-Language Navigation (VLN) tasks such as Room-to-Room (R2R) require machine agents to interpret natural language instructions and learn to act in visually realistic environments to achieve navigation goals. The overall task…

计算机视觉与模式识别 · 计算机科学 2019-08-14 Haoshuo Huang , Vihan Jain , Harsh Mehta , Alexander Ku , Gabriel Magalhaes , Jason Baldridge , Eugene Ie

Vision-Language Navigation (VLN) requires an agent to navigate 3D environments following natural language instructions. During navigation, existing agents commonly encounter perceptual uncertainty, such as insufficient evidence for reliable…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Jianzhe Gao , Rui Liu , Yuxuan Xu , Tongtong Cao , Yingxue Zhang , Zhanguang Zhang , Sida Peng , Yi Yang , Wenguan Wang

Vision-and-Language Navigation (VLN) requires agents to follow language instructions while acting in continuous real-world spaces. Prior image imagination based VLN work shows benefits for discrete panoramas but lacks online,…

机器人学 · 计算机科学 2025-12-02 Yanjia Huang , Xianshun Jiang , Xiangbo Gao , Mingyang Wu , Zhengzhong Tu

In the Vision-and-Language Navigation (VLN) field, agents are tasked with navigating real-world scenes guided by linguistic instructions. Enabling the agent to adhere to instructions throughout the process of navigation represents a…

人工智能 · 计算机科学 2024-05-28 Wen Hanlin

Learning to navigate in a visual environment following natural-language instructions is a challenging task, because the multimodal inputs to the agent are highly variable, and the training data on a new task is often limited. In this paper,…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Weituo Hao , Chunyuan Li , Xiujun Li , Lawrence Carin , Jianfeng Gao

Vision-and-Language Navigation (VLN) has gained increasing attention over recent years and many approaches have emerged to advance their development. The remarkable achievements of foundation models have shaped the challenges and proposed…

计算与语言 · 计算机科学 2024-12-31 Yue Zhang , Ziqiao Ma , Jialu Li , Yanyuan Qiao , Zun Wang , Joyce Chai , Qi Wu , Mohit Bansal , Parisa Kordjamshidi

In Vision-and-Language Navigation (VLN), an agent is required to plan a path to the target specified by the language instruction, using its visual observations. Consequently, prevailing VLN methods primarily focus on building powerful…

机器人学 · 计算机科学 2026-03-19 Tianfu Li , Wenbo Chen , Haoxuan Xu , Xinhu Zheng , Haoang Li

Vision-and-Language Navigation (VLN) is unique in that it requires turning relatively general natural-language instructions into robot agent actions, on the basis of the visible environment. This requires to extract value from two very…

计算与语言 · 计算机科学 2020-07-30 Yuankai Qi , Zizheng Pan , Shengping Zhang , Anton van den Hengel , Qi Wu

The UAV-VLA (Visual-Language-Action) system is a tool designed to facilitate communication with aerial robots. By integrating satellite imagery processing with the Visual Language Model (VLM) and the powerful capabilities of GPT, UAV-VLA…

Vision-and-language navigation (VLN) requires an embodied agent to ground natural-language instructions into executable navigation actions in unseen environments. Existing zero-shot methods typically rely on additional waypoint prediction…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Kai Sheng , Liuyi Wang , Haojie Dai , Jinlong Li , Yongrui Qin , Zongtao He , Chengju Liu , Qijun Chen

Vision-and-Language Navigation (VLN) tasks require an agent to navigate through the environment based on language instructions. In this paper, we aim to solve two key challenges in this task: utilizing multilingual instructions for improved…

计算机视觉与模式识别 · 计算机科学 2022-07-06 Jialu Li , Hao Tan , Mohit Bansal