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Vision-and-Language Navigation in Continuous Environments (VLN-CE) is one of the most intuitive yet challenging embodied AI tasks. Agents are tasked to navigate towards a target goal by executing a set of low-level actions, following a…

Vision-and-language navigation (VLN) simulates a visual agent that follows natural-language navigation instructions in real-world scenes. Existing approaches have made enormous progress in navigation in new environments, such as beam…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Qi Zheng , Daqing Liu , Chaoyue Wang , Jing Zhang , Dadong Wang , Dacheng Tao

Vision-language navigation is a task that requires an agent to follow instructions to navigate in environments. It becomes increasingly crucial in the field of embodied AI, with potential applications in autonomous navigation, search and…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Dong An , Hanqing Wang , Wenguan Wang , Zun Wang , Yan Huang , Keji He , Liang Wang

Vision-language models (VLMs) have been widely-applied in ground-based vision-language navigation (VLN). However, the vast complexity of outdoor aerial environments compounds data acquisition challenges and imposes long-horizon trajectory…

机器人学 · 计算机科学 2025-11-24 Peican Lin , Gan Sun , Chenxi Liu , Fazeng Li , Weihong Ren , Yang Cong

Aerial Vision-and-Language Navigation (Aerial VLN) aims to obtain an unmanned aerial vehicle agent to navigate aerial 3D environments following human instruction. Compared to ground-based VLN, aerial VLN requires the agent to decide the…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Ganlong Zhao , Guanbin Li , Jia Pan , Yizhou Yu

Vision-and-Language Navigation (VLN) has long been constrained by the limited diversity and scalability of simulator-curated datasets, which fail to capture the complexity of real-world environments. To overcome this limitation, we…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Mingfei Han , Haihong Hao , Liang Ma , Kamila Zhumakhanova , Ekaterina Radionova , Jingyi Zhang , Xiaojun Chang , Xiaodan Liang , Ivan Laptev

Vision-and-language navigation (VLN) enables the agent to navigate to a remote location in 3D environments following the natural language instruction. In this field, the agent is usually trained and evaluated in the navigation simulators,…

机器人学 · 计算机科学 2024-10-15 Zihan Wang , Xiangyang Li , Jiahao Yang , Yeqi Liu , Shuqiang Jiang

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-and-Language Navigation (VLN) tasks agents with locating specific objects in unseen environments using natural language instructions and visual cues. Many existing VLN approaches typically follow an 'observe-and-reason' schema, that…

机器人学 · 计算机科学 2026-02-04 Yanjia Huang , Mingyang Wu , Renjie Li , Zhengzhong Tu

Visual language navigation (VLN) is an embodied task demanding a wide range of skills encompassing understanding, perception, and planning. For such a multifaceted challenge, previous VLN methods totally rely on one model's own thinking to…

机器人学 · 计算机科学 2023-09-21 Yuxing Long , Xiaoqi Li , Wenzhe Cai , Hao Dong

Vision-and-language navigation (VLN) is a trending topic which aims to navigate an intelligent agent to an expected position through natural language instructions. This work addresses the task of VLN from a previously-ignored aspect, namely…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Xinzhe Zhou , Wei Liu , Yadong Mu

Vision Language Navigation (VLN) typically requires agents to navigate to specified objects or remote regions in unknown scenes by obeying linguistic commands. Such tasks require organizing historical visual observations for linguistic…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Bolei Chen , Jiaxu Kang , Yifei Wang , Ping Zhong , Qi Wu , Jianxin Wang

Vision-and-language navigation (VLN) aims to develop agents capable of navigating in realistic environments. While recent cross-modal training approaches have significantly improved navigation performance in both indoor and outdoor…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Jungdae Lee , Taiki Miyanishi , Shuhei Kurita , Koya Sakamoto , Daichi Azuma , Yutaka Matsuo , Nakamasa Inoue

Vision-and-Language Navigation (VLN) is a challenging task that requires a robot to navigate in photo-realistic environments with human natural language promptings. Recent studies aim to handle this task by constructing the semantic spatial…

计算机视觉与模式识别 · 计算机科学 2024-03-29 Jiacui Huang , Hongtao Zhang , Mingbo Zhao , Zhou Wu

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

Autonomous agents capable of planning, reasoning, and executing actions on the web offer a promising avenue for automating computer tasks. However, the majority of existing benchmarks primarily focus on text-based agents, neglecting many…

Natural language instructions for visual navigation often use scene descriptions (e.g., "bedroom") and object references (e.g., "green chairs") to provide a breadcrumb trail to a goal location. This work presents a transformer-based…

计算机视觉与模式识别 · 计算机科学 2021-10-28 Abhinav Moudgil , Arjun Majumdar , Harsh Agrawal , Stefan Lee , Dhruv Batra

The ability to navigate robots with natural language instructions in an unknown environment is a crucial step for achieving embodied artificial intelligence (AI). With the improving performance of deep neural models proposed in the field of…

机器人学 · 计算机科学 2023-10-11 Guanqi Chen , Lei Yang , Guanhua Chen , Jia Pan

In Vision-and-Language Navigation (VLN), an agent needs to navigate through the environment based on natural language instructions. Due to limited available data for agent training and finite diversity in navigation environments, it is…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Jialu Li , Hao Tan , Mohit Bansal

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