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In decentralized multi-robot navigation, ensuring safe and efficient movement with limited environmental awareness remains a challenge. While robots traditionally navigate based on local observations, this approach falters in complex…

Robotics · Computer Science 2024-06-27 Senthil Hariharan Arul , Amrit Singh Bedi , Dinesh Manocha

This paper presents a framework for multi-agent navigation in structured but dynamic environments, integrating three key components: a shared semantic map encoding metric and semantic environmental knowledge, a claim policy for coordinating…

Robotics · Computer Science 2024-10-17 Koen de Vos , Elena Torta , Herman Bruyninckx , Cesar Lopez Martinez , Rene van de Molengraft

Autonomous agents, particularly in the field of robotics, rely on sensory information to perceive and navigate their environment. However, these sensory inputs are often imperfect, leading to distortions in the agent's internal…

Robotics · Computer Science 2025-07-11 David Warutumo , Ciira wa Maina

Navigational perception for visually impaired people has been substantially promoted by both classic and deep learning based segmentation methods. In classic visual recognition methods, the segmentation models are mostly object-dependent,…

Computer Vision and Pattern Recognition · Computer Science 2020-07-21 Wei Mao , Jiaming Zhang , Kailun Yang , Rainer Stiefelhagen

In this work, we study the problem where a group of mobile agents needs to reach a set of goal locations, but it does not matter which agent reaches a specific goal. Unlike most of the existing works on this topic that typically assume the…

Multiagent Systems · Computer Science 2024-12-31 Stepan Dergachev , Konstantin Yakovlev

Navigation and manipulation are core capabilities in Embodied AI, yet training agents with these capabilities in the real world faces high costs and time complexity. Therefore, sim-to-real transfer has emerged as a key approach, yet the…

Robotics · Computer Science 2025-05-06 Lik Hang Kenny Wong , Xueyang Kang , Kaixin Bai , Jianwei Zhang

We study the task of embodied visual active learning, where an agent is set to explore a 3d environment with the goal to acquire visual scene understanding by actively selecting views for which to request annotation. While accurate on some…

Computer Vision and Pattern Recognition · Computer Science 2020-12-18 David Nilsson , Aleksis Pirinen , Erik Gärtner , Cristian Sminchisescu

Navigational signs are common aids for human wayfinding and scene understanding, but are underutilized by robots. We argue that they benefit robot navigation and scene understanding, by directly encoding privileged information on actions,…

Robotics · Computer Science 2025-09-17 Ayush Agrawal , Joel Loo , Nicky Zimmerman , David Hsu

Autonomous navigation consists in an agent being able to navigate without human intervention or supervision, it affects both high level planning and low level control. Navigation is at the crossroad of multiple disciplines, it combines…

Robotics · Computer Science 2020-11-24 Maxime Pietrantoni , Boris Chidlovskii , Tomi Silander

Semantic navigation is necessary to deploy mobile robots in uncontrolled environments like our homes, schools, and hospitals. Many learning-based approaches have been proposed in response to the lack of semantic understanding of the…

Robotics · Computer Science 2022-12-05 Theophile Gervet , Soumith Chintala , Dhruv Batra , Jitendra Malik , Devendra Singh Chaplot

Visual navigation for robotics is inspired by the human ability to navigate environments using visual cues and memory, eliminating the need for detailed maps. In unseen, unmapped, or GPS-denied settings, traditional metric map-based methods…

Robotics · Computer Science 2026-04-27 Faith Johnson , Bryan Bo Cao , Shubham Jain , Ashwin Ashok , Kristin Dana

Countries with access to large bodies of water often aim to protect their maritime transport by employing maritime surveillance systems. However, the number of available sensors (e.g., cameras) is typically small compared to the…

Multiagent Systems · Computer Science 2023-11-28 Bach Long Nguyen , Anh-Dzung Doan , Tat-Jun Chin , Christophe Guettier , Surabhi Gupta , Estelle Parra , Ian Reid , Markus Wagner

In multi-agent navigation, agents need to move towards their goal locations while avoiding collisions with other agents and static obstacles, often without communication with each other. Existing methods compute motions that are optimal…

Multiagent Systems · Computer Science 2017-10-13 Julio Godoy , Tiannan Chen , Stephen J. Guy , Ioannis Karamouzas , Maria Gini

The field of multimodal robot navigation in indoor environments has garnered significant attention in recent years. However, as tasks and methods become more advanced, the action decision systems tend to become more complex and operate as…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Haru Kondoh , Asako Kanezaki

Autonomous robots are used as the tool to solve many kinds of problems, such as environmental mapping and monitoring. Either for adverse conditions related to the human presence or even for the need to reduce costs, it is certain that many…

Robotics · Computer Science 2017-10-19 Michel Conrado Cardoso Meneses

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

Object goal navigation (ObjectNav) is a fundamental task in embodied AI, requiring an agent to locate a target object in previously unseen environments. This task is particularly challenging because it requires both perceptual and cognitive…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Yihan Cao , Jiazhao Zhang , Zhinan Yu , Shuzhen Liu , Zheng Qin , Qin Zou , Bo Du , Kai Xu

Building a generalist agent that can interact with the world is the intriguing target of AI systems, thus spurring the research for embodied navigation, where an agent is required to navigate according to instructions or respond to queries.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Duo Zheng , Shijia Huang , Lin Zhao , Yiwu Zhong , Liwei Wang

Machine perception is an important prerequisite for safe interaction and locomotion in dynamic environments. This requires not only the timely perception of surrounding geometries and distances but also the ability to react to changing…

Robotics · Computer Science 2024-10-30 Simone Müller , Dieter Kranzlmüller
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