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Human-robot collaboration, in which the robot intelligently assists the human with the upcoming task, is an appealing objective. To achieve this goal, the agent needs to be equipped with a fundamental collaborative navigation ability, where…

Computer Vision and Pattern Recognition · Computer Science 2024-06-05 Changhao Li , Xinyu Sun , Peihao Chen , Jugang Fan , Zixu Wang , Yanxia Liu , Jinhui Zhu , Chuang Gan , Mingkui Tan

Adaptive collaboration is critical to a team of autonomous robots to perform complicated navigation tasks in large-scale unknown environments. An effective collaboration strategy should be determined and adapted according to each robot's…

Robotics · Computer Science 2025-05-21 Abhinav Rajvanshi , Pritish Sahu , Tixiao Shan , Karan Sikka , Han-Pang Chiu

Mapping and navigation have gone hand-in-hand since long before robots existed. Maps are a key form of communication, allowing someone who has never been somewhere to nonetheless navigate that area successfully. In the context of…

Robotics · Computer Science 2024-07-16 Ian D. Miller , Fernando Cladera , Trey Smith , Camillo Jose Taylor , Vijay Kumar

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…

Robotics · Computer Science 2026-04-15 Sunyao Zhou , Yunzi Wu , Tianhang Wang , Xinhai Li , Guang Chen , Lizheng Liu , Chenjia Bai , Xuelong Li

Embodied navigation demands comprehensive scene understanding and precise spatial reasoning. While image-text models excel at interpreting pixel-level color and lighting cues, 3D-text models capture volumetric structure and spatial…

Computer Vision and Pattern Recognition · Computer Science 2025-05-23 Haihong Hao , Mingfei Han , Changlin Li , Zhihui Li , Xiaojun Chang

We investigate the task of object goal navigation in unknown environments where the target is specified by a semantic label (e.g. find a couch). Such a navigation task is especially challenging as it requires understanding of semantic…

Robotics · Computer Science 2022-10-18 Yash Goel , Narunas Vaskevicius , Luigi Palmieri , Nived Chebrolu , Cyrill Stachniss

Semantic navigation enables robots to understand their environments beyond basic geometry, allowing them to reason about objects, their functions, and their interrelationships. In semantic robotic navigation, creating accurate and…

Robotics · Computer Science 2024-10-22 Fama Ngom , Huaxi Zhang , Lei Zhang , Karen Godary-Dejean , Marianne Huchard

Multi-modal reasoning requires the seamless integration of visual and linguistic cues, yet existing Chain-of-Thought methods suffer from two critical limitations in cross-modal scenarios: (1) over-reliance on single coarse-grained image…

Computer Vision and Pattern Recognition · Computer Science 2026-01-07 Wenting Lu , Didi Zhu , Tao Shen , Donglin Zhu , Ayong Ye , Chao Wu

Monitoring large, unknown, and complex environments with autonomous robots poses significant navigation challenges, where deploying teams of heterogeneous robots with complementary capabilities can substantially improve both mission…

Robotics · Computer Science 2026-01-16 David Morilla-Cabello , Eduardo Montijano

For tasks conducted in unknown environments with efficiency requirements, real-time navigation of multi-robot systems remains challenging due to unfamiliarity with surroundings.In this paper, we propose a novel multi-robot collaborative…

Robotics · Computer Science 2025-12-29 Qingquan Lin , Weining Lu , Litong Meng , Chenxi Li , Bin Liang

Navigating to instance-level targets in complex environments is a challenging problem. Many existing zero-shot methods achieve strong performance by modeling the entire environment and leveraging large language models for scene…

Robotics · Computer Science 2026-05-20 Jingyu Li , Zhe Liu , Wenxiao Wu , Li Zhang

We present DM$^3$-Nav, a fully decentralized multi-agent semantic navigation system supporting multimodal open-vocabulary goal specification and multi-object missions. In our setting, decentralization implies operation without a central…

Multiagent Systems · Computer Science 2026-04-27 Amin Kashiri , Atharva Jamsandekar , Yasin Yazıcıoğlu

Visual target navigation is a critical capability for autonomous robots operating in unknown environments, particularly in human-robot interaction scenarios. While classical and learning-based methods have shown promise, most existing…

Robotics · Computer Science 2025-05-07 Bangguo Yu , Qihao Yuan , Kailai Li , Hamidreza Kasaei , Ming Cao

Socially aware robot navigation is a planning paradigm where the robot navigates in human environments and tries to adhere to social constraints while interacting with the humans in the scene. These navigation strategies were further…

Robotics · Computer Science 2025-09-01 Hariharan Arunachalam , Phani Teja Singamaneni , Rachid Alami

Collaborative perception in unknown environments is crucial for multi-robot systems. With the emergence of foundation models, robots can now not only perceive geometric information but also achieve open-vocabulary scene understanding.…

Robotics · Computer Science 2025-03-17 Qiuyi Gu , Zhaocheng Ye , Jincheng Yu , Jiahao Tang , Tinghao Yi , Yuhan Dong , Jian Wang , Jinqiang Cui , Xinlei Chen , Yu Wang

Visual navigation tasks are critical for household service robots. As these tasks become increasingly complex, effective communication and collaboration among multiple robots become imperative to ensure successful completion. In recent…

Robotics · Computer Science 2024-07-02 Pengying Wu , Yao Mu , Kangjie Zhou , Ji Ma , Junting Chen , Chang Liu

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…

Robotics · Computer Science 2026-03-04 Ling Luo , Qianqian Bai

Socially compliant navigation requires robots to move safely and appropriately in human-centered environments by respecting social norms. However, social norms are often ambiguous, and in a single scenario, multiple actions may be equally…

Robotics · Computer Science 2025-12-29 Zishuo Wang , Xinyu Zhang , Zhuonan Liu , Tomohito Kawabata , Daeun Song , Xuesu Xiao , Ling Xiao

Safe and efficient navigation in crowded environments remains a critical challenge for robots that provide a variety of service tasks such as food delivery or autonomous wheelchair mobility. Classical robot crowd navigation methods decouple…

Robotics · Computer Science 2025-06-11 Sepehr Samavi , Garvish Bhutani , Florian Shkurti , Angela P. Schoellig

Human-robot cooperative navigation is challenging under incomplete information. We introduce CoNav-Maze, a simulated environment where a robot navigates with local perception while a human operator provides guidance based on an inaccurate…

Robotics · Computer Science 2025-10-13 Shenghui Chen , Ruihan Zhao , Sandeep Chinchali , Ufuk Topcu
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