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Related papers: ESARBench: A Benchmark for Agentic UAV Embodied Se…

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As a powerful all-weather Earth observation tool, synthetic aperture radar (SAR) remote sensing enables critical military reconnaissance, maritime surveillance, and infrastructure monitoring. Although Vision language models (VLMs) have made…

Computation and Language · Computer Science 2025-03-05 Zhiming Ma , Xiayang Xiao , Sihao Dong , Peidong Wang , HaiPeng Wang , Qingyun Pan

Vision-language models (VLMs) are essential to Embodied AI, enabling robots to perceive, reason, and act in complex environments. They also serve as the foundation for the recent Vision-Language-Action (VLA) models. Yet most evaluations of…

Embodied intelligence is advancing rapidly, driving the need for efficient evaluation. Current benchmarks typically rely on interactive simulated environments or real-world setups, which are costly, fragmented, and hard to scale. To address…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Jiahao Xiao , Jianbo Zhang , BoWen Yan , Shengyu Guo , Tongrui Ye , Kaiwei Zhang , Zicheng Zhang , Xiaohong Liu , Zhengxue Cheng , Lei Fan , Chuyi Li , Guangtao Zhai

We introduce WildRoadBench, a wild aerial road-damage grounding benchmark that couples direct visual grounding by vision-language models with autonomous research-and-engineering by LLM-driven agents on a single professionally annotated UAV…

Computer Vision and Pattern Recognition · Computer Science 2026-05-21 Bingnan Liu , Chenhang Cui , Rui Huang , Jiani Luo , Zhirong Shen , Tinghao Wang , Xiande Huang , Lingbei Meng , Fei Shen , An Zhang

Modern Large Language Model (LLM) agents promise end to end assistance with real-world software tasks, yet existing benchmarks evaluate LLM agents almost exclusively in pre-baked environments where every dependency is pre-installed. To fill…

Software Engineering · Computer Science 2025-07-15 Avi Arora , Jinu Jang , Roshanak Zilouchian Moghaddam

An embodied task such as embodied question answering (EmbodiedQA), requires an agent to explore the environment and collect clues to answer a given question that related with specific objects in the scene. The solution of such task usually…

Computer Vision and Pattern Recognition · Computer Science 2021-10-19 Yang Wu , Shirui Feng , Guanbin Li , Liang Lin

Recent research on instructable agents has used memory-augmented Large Language Models (LLMs) as task planners, a technique that retrieves language-program examples relevant to the input instruction and uses them as in-context examples in…

Artificial Intelligence · Computer Science 2024-05-01 Gabriel Sarch , Sahil Somani , Raghav Kapoor , Michael J. Tarr , Katerina Fragkiadaki

Autonomous drones must often respond to sudden events, such as alarms, faults, or unexpected changes in their environment, that require immediate and adaptive decision-making. Traditional approaches rely on safety engineers hand-coding…

Coordinating multiple embodied agents in dynamic environments remains a core challenge in artificial intelligence, requiring both perception-driven reasoning and scalable cooperation strategies. While recent works have leveraged large…

Artificial Intelligence · Computer Science 2026-01-23 Li Kang , Xiufeng Song , Heng Zhou , Yiran Qin , Jie Yang , Xiaohong Liu , Philip Torr , Lei Bai , Zhenfei Yin

Autonomous UAV operation necessitates reliable mathematical reasoning for tasks such as trajectory planning and power management. While traditional flight control relies on hardcoded equations, recent Large Language Models (LLMs) offer…

Artificial Intelligence · Computer Science 2025-07-01 Mehdi Azarafza , Mojtaba Nayyeri , Faezeh Pasandideh , Steffen Staab , Achim Rettberg

Agentic UAVs represent a new frontier in autonomous aerial intelligence, integrating perception, decision-making, memory, and collaborative planning to operate adaptively in complex, real-world environments. Driven by recent advances in…

Robotics · Computer Science 2025-06-11 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

The pursuit of general-purpose embodied agents is hindered by fragmented evaluation protocols that isolate navigation skills and fixate on specific robot morphologies, failing to reflect real-world scenarios where agents must orchestrate…

Millimeter-wave or terahertz communications can meet demands of low-altitude economy networks for high-throughput sensing and real-time decision making. However, high-frequency characteristics of wireless channels result in severe…

Networking and Internet Architecture · Computer Science 2026-03-13 Min Hao , Zhizhuo Li , Zirui Zhang , Maoqiang Wu , Han Zhang , Rong Yu

Recent advances in the areas of Multimodal Machine Learning and Artificial Intelligence (AI) have led to the development of challenging tasks at the intersection of Computer Vision, Natural Language Processing, and Robotics. Whereas many…

Robotics · Computer Science 2023-04-07 Jonathan Francis , Nariaki Kitamura , Felix Labelle , Xiaopeng Lu , Ingrid Navarro , Jean Oh

Embodied Artificial Intelligence (Embodied AI) is crucial for achieving Artificial General Intelligence (AGI) and serves as a foundation for various applications (e.g., intelligent mechatronics systems, smart manufacturing) that bridge…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Yang Liu , Weixing Chen , Yongjie Bai , Xiaodan Liang , Guanbin Li , Wen Gao , Liang Lin

Emergency search and rescue (SAR) operations often require rapid and precise target identification in complex environments where traditional manual drone control is inefficient. In order to address these scenarios, a rapid SAR system,…

Using Unmanned Aerial Vehicles (UAVs) in Search and rescue operations (SAR) to navigate challenging terrain while maintaining reliable communication with the cellular network is a promising approach. This paper suggests a novel technique…

Recent advances in vision-language models (VLMs) have shown promise for human-level embodied intelligence. However, existing benchmarks for VLM-driven embodied agents often rely on high-level commands or discretized action spaces, which are…

Artificial Intelligence · Computer Science 2026-02-25 Bo Peng , Pi Bu , Keyu Pan , Xinrun Xu , Yinxiu Zhao , Miao Chen , Yang Du , Lin Li , Jun Song , Tong Xu

In recent years, Large Language Models (LLMs) have demonstrated remarkable capabilities in understanding and solving mathematical problems, leading to advancements in various fields. We propose an LLM-embodied path planning framework for…

Robotics · Computer Science 2024-07-08 Xiangrui Kong , Wenxiao Zhang , Jin Hong , Thomas Braunl

Unmanned Aerial Vehicles (UAVs), equipped with cameras, are employed in numerous applications, including aerial photography, surveillance, and agriculture. In these applications, robust object detection and tracking are essential for the…

Computer Vision and Pattern Recognition · Computer Science 2024-10-18 Hui Ye , Rajshekhar Sunderraman , Shihao Ji
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