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This paper presents a hierarchical decision-making framework for unmanned aerial vehicle (UAV) missions motivated by search-and-rescue (SAR) scenarios under limited simulation training. The framework combines a fixed rule-based high-level…

机器人学 · 计算机科学 2026-04-30 Mahya Ramezani , Holger Voos

Sequential-Horizon Vision-and-Language Navigation (SH-VLN) presents a challenging scenario where agents should sequentially execute multi-task navigation guided by complex, long-horizon language instructions. Current vision-and-language…

机器人学 · 计算机科学 2026-01-09 Zebin Han , Xudong Wang , Baichen Liu , Qi Lyu , Zhenduo Shang , Jiahua Dong , Lianqing Liu , Zhi Han

Vision-language navigation (VLN) is the task of entailing an agent to carry out navigational instructions inside photo-realistic environments. One of the key challenges in VLN is how to conduct a robust navigation by mitigating the…

计算机视觉与模式识别 · 计算机科学 2020-08-21 Hanqing Wang , Wenguan Wang , Tianmin Shu , Wei Liang , Jianbing Shen

Landing safely in crowded urban environments remains an essential yet challenging endeavor for Unmanned Aerial Vehicles (UAVs), especially in emergency situations. In this work, we propose a risk-aware approach that harnesses semantic…

机器人学 · 计算机科学 2026-04-27 Julio de la Torre-Vanegas , Miguel Soriano-Garcia , Israel Becerra , Diego Mercado-Ravell

In post-disaster space-air-ground integrated networks (SAGINs), terrestrial infrastructure is often impaired, and unmanned aerial vehicles (UAVs) must rapidly restore connectivity for mission-critical ground terminals in cluttered…

系统与控制 · 电气工程与系统科学 2025-11-18 Liangshun Wu , Wen Chen , Shunqing Zhang , Yajun Wang , Kunlun Wang

UAV tracking can be widely applied in scenarios such as disaster rescue, environmental monitoring, and logistics transportation. However, existing UAV tracking methods predominantly emphasize speed and lack exploration in semantic…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Xinyu Zhou , Tongxin Pan , Lingyi Hong , Pinxue Guo , Haijing Guo , Zhaoyu Chen , Kaixun Jiang , Wenqiang Zhang

How well are unimodal vision and language models aligned? Although prior work have approached answering this question, their assessment methods do not directly translate to how these models are used in practical vision-language tasks. In…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Le Zhang , Qian Yang , Aishwarya Agrawal

Developing Vision-and-Language Navigation (VLN) agents typically assumes a \textit{train-once-deploy-once} strategy, which is unrealistic as deployed agents continually encounter novel environments. To address this, we propose the Continual…

计算机视觉与模式识别 · 计算机科学 2025-11-03 Seongjun Jeong , Gi-Cheon Kang , Seongho Choi , Joochan Kim , Byoung-Tak Zhang

Due to the inability to receive signals from the Global Navigation Satellite System (GNSS) in extreme conditions, achieving accurate and robust navigation for Unmanned Aerial Vehicles (UAVs) is a challenging task. Recently emerged,…

机器人学 · 计算机科学 2024-02-06 Yuxin Wang , Zunlei Feng , Haofei Zhang , Yang Gao , Jie Lei , Li Sun , Mingli Song

Fine-grained RGBT image semantic segmentation is crucial for all-weather unmanned aerial vehicle (UAV) scene understanding. However, UAV RGBT image semantic segmentation faces two coupled challenges: cross-modal spatial misalignment caused…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Fangqiang Fan , Zhicheng Zhao , Xiaoliang Ma , Chenglong Li , Jin Tang

Learning to navigate in a visual environment following natural-language instructions is a challenging task, because the multimodal inputs to the agent are highly variable, and the training data on a new task is often limited. In this paper,…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Weituo Hao , Chunyuan Li , Xiujun Li , Lawrence Carin , Jianfeng Gao

Autonomous Unmanned Aerial Vehicles (UAVs) have revolutionized industries through their versatility with applications including aerial surveillance, search and rescue, agriculture, and delivery. Their autonomous capabilities offer unique…

机器人学 · 计算机科学 2026-04-24 Angel Ayala , Donling Sui , Francisco Cruz , Mitchell Torok , Mohammad Deghat , Bruno J. T. Fernandes

Aerial Vision-and-Language Navigation (VLN) is an emerging task that enables Unmanned Aerial Vehicles (UAVs) to navigate outdoor environments using natural language instructions and visual cues. However, due to the extended trajectories and…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Ruipu Wu , Yige Zhang , Jinyu Chen , Linjiang Huang , Shifeng Zhang , Xu Zhou , Liang Wang , Si Liu

Service robots are increasingly deployed in diverse and dynamic environments, where both physical layouts and social contexts change over time and across locations. In these unstructured settings, conventional navigation systems that rely…

机器人学 · 计算机科学 2025-07-16 Yanbo Wang , Zipeng Fang , Lei Zhao , Weidong Chen

In this work we propose a holistic framework for autonomous aerial inspection tasks, using semantically-aware, yet, computationally efficient planning and mapping algorithms. The system leverages state-of-the-art receding horizon…

Sustainability is becoming increasingly critical in the maritime transport, encompassing both environmental and social impacts, such as Greenhouse Gas (GHG) emissions and navigational safety. Traditional vessel navigation heavily relies on…

机器学习 · 计算机科学 2026-01-19 Zhang Xiaocai , Xiao Zhe , Liang Maohan , Liu Tao , Li Haijiang , Zhang Wenbin

3D Gaussian Splatting (3DGS), a 3D representation method with photorealistic real-time rendering capabilities, is regarded as an effective tool for narrowing the sim-to-real gap. However, it lacks fine-grained semantics and physical…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Bingchen Miao , Rong Wei , Zhiqi Ge , Xiaoquan sun , Shiqi Gao , Jingzhe Zhu , Renhan Wang , Siliang Tang , Jun Xiao , Rui Tang , Juncheng Li

Lung nodule detection in chest CT is crucial for early lung cancer diagnosis, yet existing deep learning approaches face challenges when deployed in clinical settings with limited annotated data. While curriculum learning has shown promise…

计算机视觉与模式识别 · 计算机科学 2025-11-03 Yi Luo , Yike Guo , Hamed Hooshangnejad , Kai Ding

Vision-and-Language Navigation (VLN) aims to enable an embodied agent to follow natural-language instructions and navigate to a target location in unseen 3D environments. We argue that adapting VLMs to VLN requires endowing them with two…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Pengna Li , Kangyi Wu , Shaoqing Xu , Fang Li , Hanbing Li , Lin Zhao , Kailin Lyu , Long Chen , Zhi-Xin Yang , Nanning Zheng

Vision-and-Language navigation (VLN) requires an agent to navigate in unseen environment by following natural language instruction. For task completion, the agent needs to align and integrate various navigation modalities, including…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Mengfei Du , Binhao Wu , Jiwen Zhang , Zhihao Fan , Zejun Li , Ruipu Luo , Xuanjing Huang , Zhongyu Wei