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Aerial Vision-and-Language Navigation (Aerial VLN) enables unmanned aerial vehicles (UAVs) to follow natural language instructions and navigate complex urban environments. While recent advances have achieved progress through large-scale…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Yuwei Ning , Ganlong Zhao , Yipeng Qin , Si Liu , Yang Liu , Liang Lin , Guanbin Li

Embodied navigation requires robots to understand and interact with the environment based on given tasks. Vision-Language Navigation (VLN) is an embodied navigation task, where a robot navigates within a previously seen and unseen…

机器人学 · 计算机科学 2024-09-10 Muraleekrishna Gopinathan , Jumana Abu-Khalaf , David Suter , Martin Masek

In the pursuit of robust and generalizable environment perception and language understanding, the ubiquitous challenge of dataset bias continues to plague vision-and-language navigation (VLN) agents, hindering their performance in unseen…

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

In Vision-and-Language Navigation (VLN), an embodied agent needs to reach a target destination with the only guidance of a natural language instruction. To explore the environment and progress towards the target location, the agent must…

计算机视觉与模式识别 · 计算机科学 2019-09-26 Federico Landi , Lorenzo Baraldi , Massimiliano Corsini , Rita Cucchiara

Vision-language navigation (VLN) requires an agent to traverse complex 3D environments based on natural language instructions, necessitating a thorough scene understanding. While existing works equip agents with various scene…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Jianzhe Gao , Rui Liu , Wenguan Wang

Recently, numerous algorithms have been developed to tackle the problem of vision-language navigation (VLN), i.e., entailing an agent to navigate 3D environments through following linguistic instructions. However, current VLN agents simply…

计算机视觉与模式识别 · 计算机科学 2021-03-08 Hanqing Wang , Wenguan Wang , Wei Liang , Caiming Xiong , Jianbing Shen

Visual navigation is an essential skill for home-assistance robots, providing the object-searching ability to accomplish long-horizon daily tasks. Many recent approaches use Large Language Models (LLMs) for commonsense inference to improve…

机器人学 · 计算机科学 2024-10-15 Xinxin Zhao , Wenzhe Cai , Likun Tang , Teng Wang

Vision-language pre-training (VLP) on large-scale image-text pairs has recently witnessed rapid progress for learning cross-modal representations. Existing pre-training methods either directly concatenate image representation and text…

计算与语言 · 计算机科学 2021-03-16 Chenliang Li , Ming Yan , Haiyang Xu , Fuli Luo , Wei Wang , Bin Bi , Songfang Huang

Object Goal Navigation-requiring an agent to locate a specific object in an unseen environment-remains a core challenge in embodied AI. Although recent progress in Vision-Language Model (VLM)-based agents has demonstrated promising…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Dujun Nie , Xianda Guo , Yiqun Duan , Ruijun Zhang , Long Chen

Vision-and-language navigation (VLN) enables the agent to navigate to a remote location following the natural language instruction in 3D environments. At each navigation step, the agent selects from possible candidate locations and then…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Zihan Wang , Xiangyang Li , Jiahao Yang , Yeqi Liu , Junjie Hu , Ming Jiang , Shuqiang Jiang

Multimodal Large Language Models (MLLMs) have demonstrated remarkable capabilities across a wide range of vision-language tasks. However, their performance as embodied agents, which requires multi-round dialogue spatial reasoning and…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Xunyi Zhao , Gengze Zhou , Qi Wu

The Visual-and-Language Navigation (VLN) task requires understanding a textual instruction to navigate a natural indoor environment using only visual information. While this is a trivial task for most humans, it is still an open problem for…

计算机视觉与模式识别 · 计算机科学 2022-10-28 Joaquin Ossandón , Benjamin Earle , Álvaro Soto

Vision-and-language navigation (VLN) is a task in which an agent is embodied in a realistic 3D environment and follows an instruction to reach the goal node. While most of the previous studies have built and investigated a discriminative…

计算与语言 · 计算机科学 2020-10-09 Shuhei Kurita , Kyunghyun Cho

Visual Language Navigation (VLN) powered robots have the potential to guide blind people by understanding route instructions provided by sighted passersby. This capability allows robots to operate in environments often unknown a prior.…

机器人学 · 计算机科学 2026-01-29 Masaki Kuribayashi , Kohei Uehara , Allan Wang , Daisuke Sato , Simon Chu , Shigeo Morishima

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) 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-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) aims to empower robots with the ability to perform long-horizon navigation in unfamiliar environments based on complex linguistic instructions. Its success critically hinges on establishing an efficient…

机器人学 · 计算机科学 2026-03-04 Ling Luo , Qianqian Bai

Visual navigation is a fundamental capability for autonomous home-assistance robots, enabling long-horizon tasks such as object search. While recent methods have leveraged Large Language Models (LLMs) to incorporate commonsense reasoning…

机器人学 · 计算机科学 2026-05-01 Teng Wang , Xinxin Zhao , Wenzhe Cai , Changyin Sun

The task of vision-and-language navigation in continuous environments (VLN-CE) aims at training an autonomous agent to perform low-level actions to navigate through 3D continuous surroundings using visual observations and language…

机器人学 · 计算机科学 2024-12-30 Lu Yue , Dongliang Zhou , Liang Xie , Feitian Zhang , Ye Yan , Erwei Yin