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Safe, reliable navigation in extreme, unfamiliar terrain is required for future robotic space exploration missions. Recent generative-AI methods learn semantically aware navigation policies from large, cross-embodiment datasets, but offer…

Social navigation requires robots to act safely in dynamic human environments. Effective behavior demands thinking ahead: reasoning about how the scene and pedestrians evolve under different robot actions rather than reacting to current…

机器人学 · 计算机科学 2026-03-19 Tianshuai Hu , Zeying Gong , Lingdong Kong , XiaoDong Mei , Yiyi Ding , Qi Zeng , Ao Liang , Rong Li , Yangyi Zhong , Junwei Liang

Mobile robots are increasingly populating homes, hospitals, shopping malls, factory floors, and other human environments. Human society has social norms that people mutually accept; obeying these norms is an essential signal that someone is…

机器人学 · 计算机科学 2021-04-22 Santosh Balajee Banisetty , Scott Forer , Logan Yliniemi , Monica Nicolescu , David Feil-Seifer

It is essential for autonomous robots to be socially compliant while navigating in human-populated environments. Machine Learning and, especially, Deep Reinforcement Learning have recently gained considerable traction in the field of Social…

机器人学 · 计算机科学 2023-07-10 Aditya Kapoor , Sushant Swamy , Luis Manso , Pilar Bachiller

Navigation in cluttered underwater environments is challenging, especially when there are constraints on communication and self-localisation. Part of the fully distributed underwater navigation problem has been resolved by introducing…

机器人学 · 计算机科学 2026-02-26 Kanzhong Yao , Ognjen Marjanovic , Simon Watson

Autonomous vehicles performing navigation tasks in complex environments face significant challenges due to uncertainty in state estimation. In many scenarios, such as stealth operations or resource-constrained settings, accessing…

机器人学 · 计算机科学 2025-12-23 Gokul Puthumanaillam , Paulo Padrao , Jose Fuentes , Leonardo Bobadilla , Melkior Ornik

Embodied navigation is a fundamental capability of embodied intelligence, enabling robots to move and interact within physical environments. However, existing navigation tasks primarily focus on predefined object navigation or instruction…

Recent work has shown results on learning navigation policies for idealized cylinder agents in simulation and transferring them to real wheeled robots. Deploying such navigation policies on legged robots can be challenging due to their…

机器人学 · 计算机科学 2021-09-14 Joanne Truong , Denis Yarats , Tianyu Li , Franziska Meier , Sonia Chernova , Dhruv Batra , Akshara Rai

Embodied navigation methods commonly operate in static environments with stationary objects. In this work, we present approaches for tackling navigation in dynamic scenarios with non-stationary targets. In an indoor environment, we assume…

机器人学 · 计算机科学 2026-04-22 Vishnu Sashank Dorbala , Bhrij Patel , Amrit Singh Bedi , Dinesh Manocha

This study addresses the challenge of integrating social norms into robot navigation, which is essential for ensuring that robots operate safely and efficiently in human-centric environments. Social norms, often unspoken and implicitly…

机器人学 · 计算机科学 2024-10-14 Junwoo Jang , Maani Ghaffari

Human intelligence's adaptability is remarkable, allowing us to adjust to new tasks and multi-modal environments swiftly. This skill is evident from a young age as we acquire new abilities and solve problems by imitating others or following…

Approximate computing is a computation domain which can be used to trade time and energy with quality and therefore is useful in embedded systems. Energy is the prime resource in battery-driven embedded systems, like robots. Approximate…

机器人学 · 计算机科学 2021-08-30 Hrishav Bakul Barua

We discuss the process of building semantic maps, how to interactively label entities in them, and how to use them to enable context-aware navigation behaviors in human environments. We utilize planar surfaces, such as walls and tables, and…

机器人学 · 计算机科学 2018-08-15 Akansel Cosgun , Henrik Christensen

The anticipation of human behavior is a crucial capability for robots to interact with humans safely and efficiently. We employ a smart edge sensor network to provide global observations, future predictions, and goal information to…

机器人学 · 计算机科学 2025-09-16 Simon Bultmann , Raphael Memmesheimer , Jan Nogga , Julian Hau , Sven Behnke

Cooperation among humans makes it easy to execute tasks and navigate seamlessly even in unknown scenarios. With our individual knowledge and collective cognition skills, we can reason about and perform well in unforeseen situations and…

机器人学 · 计算机科学 2021-08-17 Gourav Kumar , Soumyadip Maity , Ruddra dev Roychoudhury , Brojeshwar Bhowmick

Background Road collisions and casualties pose a serious threat to commuters around the globe. Autonomous Vehicles (AVs) aim to make the use of technology to reduce the road accidents. However, the most of research work in the context of…

人工智能 · 计算机科学 2017-11-07 Faisal Riaz , Muaz A. Niazi

Recent advances in autonomous vehicle (AV) behavior planning have shown impressive social interaction capabilities when interacting with other road users. However, achieving human-like prediction and decision-making in interactions with…

机器人学 · 计算机科学 2025-07-29 Meiting Dang , Yanping Wu , Yafei Wang , Dezong Zhao , David Flynn , Chongfeng Wei

This work is dedicated to the study of how uncertainty estimation of the human motion prediction can be embedded into constrained optimization techniques, such as Model Predictive Control (MPC) for the social robot navigation. We propose…

机器人学 · 计算机科学 2023-07-19 Timur Akhtyamov , Aleksandr Kashirin , Aleksey Postnikov , Gonzalo Ferrer

Navigation is an essential ability for mobile agents to be completely autonomous and able to perform complex actions. However, the problem of navigation for agents with limited (or no) perception of the world, or devoid of a fully defined…

机器人学 · 计算机科学 2020-11-30 Danilo Perico , Paulo E. Santos , Reinaldo Bianchi

In this paper, we present an algorithm to efficiently learn socially-compliant navigation policies from observations of human trajectories. As mobile robots come to inhabit and traffic social spaces, they must account for social cues and…

机器人学 · 计算机科学 2021-06-22 Bobak H. Baghi , Gregory Dudek