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Aerial Vision-and-Language Navigation (VLN) aims to enable unmanned aerial vehicles (UAVs) to interpret natural language instructions and navigate complex urban environments using onboard visual observation. This task holds promise for…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Huilin Xu , Zhuoyang Liu , Yixiang Luomei , Feng Xu

This paper focuses on embodied task planning, where an agent acquires visual observations from the environment and executes atomic actions to accomplish a given task. Although recent Vision-Language Models (VLMs) have achieved impressive…

机器人学 · 计算机科学 2026-04-10 Peiran Xu , Jiaqi Zheng , Yadong Mu

Recent developments in language models have created new opportunities in air traffic control studies. The current focus is primarily on text and language-based use cases. However, these language models may offer a higher potential impact in…

人工智能 · 计算机科学 2024-09-17 Justas Andriuškevičius , Junzi Sun

Recent advancements in deep learning and the availability of high-quality real-world driving datasets have propelled end-to-end autonomous driving. Despite this progress, relying solely on real-world data limits the variety of driving…

机器人学 · 计算机科学 2025-10-29 Jongsuk Kim , Jaeyoung Lee , Gyojin Han , Dongjae Lee , Minki Jeong , Junmo Kim

Embodied Artificial Intelligence (AI) is an intelligent system formed by agents and their environment through active perception, embodied cognition, and action interaction. Existing embodied AI remains confined to human-crafted setting, in…

新兴技术 · 计算机科学 2026-02-05 Tongtong Feng , Xin Wang , Wenwu Zhu

The recent rapid development of Large Vision-Language Models (LVLMs) has indicated their potential for embodied tasks.However, the critical skill of spatial understanding in embodied environments has not been thoroughly evaluated, leaving…

人工智能 · 计算机科学 2024-06-11 Mengfei Du , Binhao Wu , Zejun Li , Xuanjing Huang , Zhongyu Wei

Multimodal Large Language Models (MLLMs) have shown promise in single-agent vision tasks, yet benchmarks for evaluating multi-agent collaborative perception remain scarce. This gap is critical, as multi-drone systems provide enhanced…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Jirong Zha , Yuxuan Fan , Tianyu Zhang , Geng Chen , Yingfeng Chen , Chen Gao , Xinlei Chen

Automating the navigation of unmanned aerial vehicles (UAVs) in diverse scenarios has gained much attention in recent years. However, teaching UAVs to fly in challenging environments remains an unsolved problem, mainly due to the lack of…

计算机视觉与模式识别 · 计算机科学 2018-11-26 Matthias Müller , Vincent Casser , Neil Smith , Dominik L. Michels , Bernard Ghanem

Vision-Language Navigation (VLN) aims to guide agents by leveraging language instructions and visual cues, playing a pivotal role in embodied AI. Indoor VLN has been extensively studied, whereas outdoor aerial VLN remains underexplored. The…

Embodied artificial intelligence (Embodied AI) plays a pivotal role in the application of advanced technologies in the intelligent era, where AI systems are integrated with physical bodies that enable them to perceive, reason, and interact…

人工智能 · 计算机科学 2025-06-24 Zhaohan Feng , Ruiqi Xue , Lei Yuan , Yang Yu , Ning Ding , Meiqin Liu , Bingzhao Gao , Jian Sun , Xinhu Zheng , Gang Wang

Autonomous tracking of flying aerial objects has important civilian and defense applications, ranging from search and rescue to counter-unmanned aerial systems (counter-UAS). Ground based tracking requires setting up infrastructure, could…

Autonomous aerial systems increasingly rely on large language models (LLMs) for mission planning, perception, and decision-making, yet the lack of standardized and physically grounded benchmarks limits systematic evaluation of their…

人工智能 · 计算机科学 2025-11-17 Mohamed Amine Ferrag , Abderrahmane Lakas , Merouane Debbah

Embodied agents, which couple intelligent decision-making with physical actuation in the real world, impose far more stringent and heterogeneous communication requirements than purely software-based agents. While 6G promises sub-millisecond…

机器人学 · 计算机科学 2026-05-25 Lipeng Dai , Luping Xiang , Kun Yang

Embodied AI has been recently gaining attention as it aims to foster the development of autonomous and intelligent agents. In this paper, we devise a novel embodied setting in which an agent needs to explore a previously unknown environment…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Roberto Bigazzi , Federico Landi , Marcella Cornia , Silvia Cascianelli , Lorenzo Baraldi , Rita Cucchiara

Novice pilots find it difficult to operate and land unmanned aerial vehicles (UAVs), due to the complex UAV dynamics, challenges in depth perception, lack of expertise with the control interface and additional disturbances from the ground…

机器人学 · 计算机科学 2023-10-24 Kal Backman , Dana Kulić , Hoam Chung

Predicting the outcomes of integrating Unmanned Aerial Systems (UAS) into the National Airspace System (NAS) is a complex problem which is required to be addressed by simulation studies before allowing the routine access of UAS into the…

计算机科学与博弈论 · 计算机科学 2018-03-01 Negin Musavi , Ayman Manzoor , Yildiray Yildiz

Learning to detect objects, such as humans, in imagery captured by an unmanned aerial vehicle (UAV) usually suffers from tremendous variations caused by the UAV's position towards the objects. In addition, existing UAV-based benchmark…

Embodied agents for creative tasks like photography must bridge the semantic gap between high-level language commands and geometric control. We introduce PhotoAgent, an agent that achieves this by integrating Large Multimodal Models (LMMs)…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Lirong Che , Zhenfeng Gan , Yanbo Chen , Junbo Tan , Xueqian Wang

Vision-Language Navigation (VLN) enables agents to navigate in complex environments by following natural language instructions grounded in visual observations. Although most existing work has focused on ground-based robots or outdoor…

机器人学 · 计算机科学 2025-12-23 Xu Liu , Yu Liu , Hanshuo Qiu , Yang Qirong , Zhouhui Lian

Instruction-following navigation is a key step toward embodied intelligence. Prior benchmarks mainly focus on semantic understanding but overlook systematically evaluating navigation agents' spatial perception and reasoning capabilities. In…

机器人学 · 计算机科学 2026-03-11 Haolin Yang , Yuxing Long , Zhuoyuan Yu , Zihan Yang , Minghan Wang , Jiapeng Xu , Yihan Wang , Ziyan Yu , Wenzhe Cai , Lei Kang , Hao Dong