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相关论文: IndoorUAV: Benchmarking Vision-Language UAV Naviga…

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Visual target navigation in unknown environments is a crucial problem in robotics. Despite extensive investigation of classical and learning-based approaches in the past, robots lack common-sense knowledge about household objects and…

机器人学 · 计算机科学 2023-12-27 Bangguo Yu , Hamidreza Kasaei , Ming Cao

Vision-Language Navigation (VLN) aims to enable agents to navigate to a target location based on language instructions. Traditional VLN often follows a close-set assumption, i.e., training and test data share the same style of the input…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Yang Li , Aming Wu , Zihao Zhang , Yahong Han

Absolute Visual Localization (AVL) enables an Unmanned Aerial Vehicle (UAV) to determine its position in GNSS-denied environments by establishing geometric relationships between UAV images and geo-tagged reference maps. While many previous…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Yibin Ye , Xichao Teng , Shuo Chen , Leqi Liu , Kun Wang , Xiaokai Song , Zhang Li

Vision-and-Language Navigation (VLN) requires grounding instructions, such as "turn right and stop at the door", to routes in a visual environment. The actual grounding can connect language to the environment through multiple modalities,…

计算与语言 · 计算机科学 2019-06-11 Ronghang Hu , Daniel Fried , Anna Rohrbach , Dan Klein , Trevor Darrell , Kate Saenko

Vision-and-language navigation (VLN) agents are trained to navigate in real-world environments by following natural language instructions. A major challenge in VLN is the limited availability of training data, which hinders the models'…

计算机视觉与模式识别 · 计算机科学 2023-05-24 Zi-Yi Dou , Feng Gao , Nanyun Peng

Unmanned Aerial Vehicles (UAV) can pose a major risk for aviation safety, due to both negligent and malicious use. For this reason, the automated detection and tracking of UAV is a fundamental task in aerial security systems. Common…

计算机视觉与模式识别 · 计算机科学 2022-11-23 Brian K. S. Isaac-Medina , Matt Poyser , Daniel Organisciak , Chris G. Willcocks , Toby P. Breckon , Hubert P. H. Shum

Vision-language navigation (VLN) has emerged as a promising paradigm, enabling mobile robots to perform zero-shot inference and execute tasks without specific pre-programming. However, current systems often separate map exploration and path…

机器人学 · 计算机科学 2025-07-24 Yuxuan Zhang , Adnan Abdullah , Sanjeev J. Koppal , Md Jahidul Islam

Agricultural robots have emerged as powerful members in agricultural tasks, nevertheless, still heavily rely on manual operation or untransportable railway for movement, resulting in limited mobility and poor adaptability.…

机器人学 · 计算机科学 2025-08-12 Xiaobei Zhao , Xingqi Lyu , Xiang Li

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

Large-scale pre-training has shown promising results on the vision-and-language navigation (VLN) task. However, most existing pre-training methods employ discrete panoramas to learn visual-textual associations. This requires the model to…

计算机视觉与模式识别 · 计算机科学 2023-08-04 Dong An , Yuankai Qi , Yangguang Li , Yan Huang , Liang Wang , Tieniu Tan , Jing Shao

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

In this paper we propose a new framework - MoViLan (Modular Vision and Language) for execution of visually grounded natural language instructions for day to day indoor household tasks. While several data-driven, end-to-end learning…

计算机视觉与模式识别 · 计算机科学 2021-01-21 Homagni Saha , Fateme Fotouhif , Qisai Liu , Soumik Sarkar

This paper presents a novel end-to-end Unmanned Aerial System (UAS) navigation approach for long-range visual navigation in the real world. Inspired by dual-process visual navigation system of human's instinct: environment understanding and…

机器人学 · 计算机科学 2022-08-26 Yuci Han , Jianli Wei , Alper Yilmaz

Synergistic spatial intelligence between UAVs and satellites is indispensable for emergency response and security operations, as it uniquely integrates macro-scale global coverage with dynamic, real-time local perception. However, the…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Dian Liu , Jie Feng , Di Li , Yuhui Zheng , Guanbin Li , Weisheng Dong , Guangming Shi

Indoor navigation remains a complex challenge due to the absence of reliable GPS signals and the architectural intricacies of large enclosed environments. This study presents an indoor localization and navigation approach that integrates…

机器学习 · 计算机科学 2025-08-12 Keyan Rahimi , Md. Wasiul Haque , Sagar Dasgupta , Mizanur Rahman

Multimodal Large Language Models (MLLMs) have made significant strides in natural images and satellite remote sensing images. However, understanding low-altitude drone scenarios remains a challenge. Existing datasets primarily focus on a…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Yang Zhan , Yuan Yuan

Long-horizon collaborative vision-language navigation (VLN) is critical for multi-robot systems to accomplish complex tasks beyond the capability of a single agent. CoNavBench takes a first step by introducing the first collaborative…

机器人学 · 计算机科学 2026-04-15 Sunyao Zhou , Yunzi Wu , Tianhang Wang , Xinhai Li , Guang Chen , Lizheng Liu , Chenjia Bai , Xuelong Li

Vision-language navigation (VLN) requires an agent to navigate through an 3D environment based on visual observations and natural language instructions. It is clear that the pivotal factor for successful navigation lies in the comprehensive…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Rui Liu , Wenguan Wang , Yi Yang

We present BehAV, a novel approach for autonomous robot navigation in outdoor scenes guided by human instructions and leveraging Vision Language Models (VLMs). Our method interprets human commands using a Large Language Model (LLM) and…

We present ConVOI, a novel method for autonomous robot navigation in real-world indoor and outdoor environments using Vision Language Models (VLMs). We employ VLMs in two ways: first, we leverage their zero-shot image classification…