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相关论文: Human-Aware Vision-and-Language Navigation: Bridgi…

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Mobile agents that can leverage help from humans can potentially accomplish more complex tasks than they could entirely on their own. We develop "Help, Anna!" (HANNA), an interactive photo-realistic simulator in which an agent fulfills…

人机交互 · 计算机科学 2019-11-25 Khanh Nguyen , Hal Daumé

Crowds do not merely move; they decide. Human navigation is inherently contextual: people interpret the meaning of space, social norms, and potential consequences before acting. Sidewalks invite walking, crosswalks invite crossing, and…

图形学 · 计算机科学 2026-04-08 Juyeong Hwang , Seong-Eun Hong , Jinhyun Kim , JaeYoung Seon , Giljoo Nam , Hanyoung Jang , HyeongYeop Kang

Data privacy is a central problem for embodied agents that can perceive the environment, communicate with humans, and act in the real world. While helping humans complete tasks, the agent may observe and process sensitive information of…

人工智能 · 计算机科学 2022-09-27 Kaiwen Zhou , Xin Eric Wang

Although large language models (LLMs) are introduced into vision-and-language navigation (VLN) to improve instruction comprehension and generalization, existing LLM- based VLN lacks the ability to selectively recall and use relevant priori…

人工智能 · 计算机科学 2026-03-10 Haozhou Li , Xiangyu Dong , Huiyan Jiang , Yaoming Zhou , Xiaoguang Ma

Vision-and-language navigation (VLN) is the task to enable an embodied agent to navigate to a remote location following the natural language instruction in real scenes. Most of the previous approaches utilize the entire features or…

计算机视觉与模式识别 · 计算机科学 2023-03-29 Xiangyang Li , Zihan Wang , Jiahao Yang , Yaowei Wang , Shuqiang Jiang

Vision-and-language navigation (VLN) is a key task in Embodied AI, requiring agents to navigate diverse and unseen environments while following natural language instructions. Traditional approaches rely heavily on historical observations as…

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

Object navigation in open-world environments remains a formidable and pervasive challenge for robotic systems, particularly when it comes to executing long-horizon tasks that require both open-world object detection and high-level task…

机器人学 · 计算机科学 2025-07-10 Daojie Peng , Jiahang Cao , Qiang Zhang , Jun Ma

Autonomous vehicle (AV) navigation in the presence of Human-driven vehicles (HVs) is challenging, as HVs continuously update their policies in response to AVs. In order to navigate safely in the presence of complex AV-HV social…

机器人学 · 计算机科学 2025-12-11 Rodolfo Valiente , Mahdi Razzaghpour , Behrad Toghi , Ghayoor Shah , Yaser P. Fallah

Most existing works in vision-and-language navigation (VLN) focus on either discrete or continuous environments, training agents that cannot generalize across the two. The fundamental difference between the two setups is that discrete…

计算机视觉与模式识别 · 计算机科学 2022-03-08 Yicong Hong , Zun Wang , Qi Wu , Stephen Gould

Vision-Language Navigation (VLN) tasks often leverage panoramic RGB and depth inputs to provide rich spatial cues for action planning, but these sensors can be costly or less accessible in real-world deployments. Recent approaches based on…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Shuo Wang , Yongcai Wang , Zhaoxin Fan , Yucheng Wang , Maiyue Chen , Kaihui Wang , Zhizhong Su , Wanting Li , Xudong Cai , Yeying Jin , Deying Li

Integrating large language models (LLMs) into embodied AI models is becoming increasingly prevalent. However, existing zero-shot LLM-based Vision-and-Language Navigation (VLN) agents either encode images as textual scene descriptions,…

人工智能 · 计算机科学 2025-09-30 Yue Zhang , Tianyi Ma , Zun Wang , Yanyuan Qiao , Parisa Kordjamshidi

Deploying vision-and-language navigation (VLN) agents requires adaptation across diverse scenes and environments, but fine-tuning on a specific scenario often causes catastrophic forgetting in others, which severely limits flexible…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Xudong Wang , Gan Li , Zhiyu Liu , Yao Wang , Lianqing Liu , Zhi Han

Vision-and-Language Navigation (VLN) is a realistic but challenging task that requires an agent to locate the target region using verbal and visual cues. While significant advancements have been achieved recently, there are still two broad…

计算机视觉与模式识别 · 计算机科学 2024-04-17 Liuyi Wang , Zongtao He , Jiagui Tang , Ronghao Dang , Naijia Wang , Chengju Liu , Qijun Chen

Vision-and-Language Navigation (VLN) requires agents to navigate photo-realistic environments following natural language instructions. Current methods predominantly rely on imitation learning, which suffers from limited generalization and…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Jiangyang Li , Cong Wan , SongLin Dong , Chenhao Ding , Qiang Wang , Zhiheng Ma , Yihong Gong

Vision-Language Navigation (VLN) agents often struggle with long-horizon reasoning in unseen environments, particularly when facing ambiguous, coarse-grained instructions. While recent advances use knowledge graph to enhance reasoning, the…

机器人学 · 计算机科学 2026-03-02 Haoxuan Xu , Tianfu Li , Wenbo Chen , Yi Liu , Xingxing Zuo , Yaoxian Song , Haoang Li

Vision Language Navigation in Continuous Environments (VLN-CE) represents a frontier in embodied AI, demanding agents to navigate freely in unbounded 3D spaces solely guided by natural language instructions. This task introduces distinct…

人工智能 · 计算机科学 2024-09-24 Zhiyuan Li , Yanfeng Lu , Yao Mu , Hong Qiao

The growing demand for intelligent logistics, particularly fine-grained terminal delivery, underscores the need for autonomous UAV (Unmanned Aerial Vehicle)-based delivery systems. However, most existing last-mile delivery studies rely on…

机器人学 · 计算机科学 2025-05-07 Xinyuan Zhang , Yonglin Tian , Fei Lin , Yue Liu , Jing Ma , Kornélia Sára Szatmáry , Fei-Yue Wang

Vision-and-language navigation (VLN) enables the agent to navigate to a remote location following the natural language instruction in 3D environments. To represent the previously visited environment, most approaches for VLN implement memory…

计算机视觉与模式识别 · 计算机科学 2023-08-25 Zihan Wang , Xiangyang Li , Jiahao Yang , Yeqi Liu , Shuqiang Jiang

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
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