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Enabling socially acceptable behavior for situated agents is a major goal of recent robotics research. Robots should not only operate safely around humans, but also abide by complex social norms. A key challenge for developing…

机器人学 · 计算机科学 2022-05-03 Sören Pirk , Edward Lee , Xuesu Xiao , Leila Takayama , Anthony Francis , Alexander Toshev

Social robot navigation algorithms are often demonstrated in overly simplified scenarios, prohibiting the extraction of practical insights about their relevance to real-world domains. Our key insight is that an understanding of the inherent…

机器人学 · 计算机科学 2024-12-11 Andrew Stratton , Kris Hauser , Christoforos Mavrogiannis

We present a context classification pipeline to allow a robot to change its navigation strategy based on the observed social scenario. Socially-Aware Navigation considers social behavior in order to improve navigation around people. Most of…

机器人学 · 计算机科学 2021-04-22 Santosh Balajee Banisetty , Vineeth Rajamohan , Fausto Vega , David Feil-Seifer

The human-robot interaction (HRI) community has developed many methods for robots to navigate safely and socially alongside humans. However, experimental procedures to evaluate these works are usually constructed on a per-method basis. Such…

机器人学 · 计算机科学 2021-07-29 Abhijat Biswas , Allan Wang , Gustavo Silvera , Aaron Steinfeld , Henny Admoni

A major challenge to deploying robots widely is navigation in human-populated environments, commonly referred to as social robot navigation. While the field of social navigation has advanced tremendously in recent years, the fair evaluation…

Sociability is essential for modern robots to increase their acceptability in human environments. Traditional techniques use manually engineered utility functions inspired by observing pedestrian behaviors to achieve social navigation.…

机器人学 · 计算机科学 2023-04-26 Yigit Yildirim , Emre Ugur

Robots moving safely and in a socially compliant manner in dynamic human environments is an essential benchmark for long-term robot autonomy. However, it is not feasible to learn and benchmark social navigation behaviors entirely in the…

机器人学 · 计算机科学 2022-08-03 Jarrett Holtz , Joydeep Biswas

Real-world crash reports, which combine textual summaries and sketches, are valuable for scenario-based testing of autonomous driving systems (ADS). However, current methods cannot effectively translate this multimodal data into precise,…

软件工程 · 计算机科学 2026-02-25 Fida Khandaker Safa , Yupeng Jiang , Xi Zheng

Traditional path-planning techniques treat humans as obstacles. This has changed since robots started to enter human environments. On modern robots, social navigation has become an important aspect of navigation systems. To use…

机器人学 · 计算机科学 2024-04-18 Yigit Yildirim , Emre Ugur

Scenario-based development and test processes are a promising approach for verifying and validating automated driving functions. For this purpose, scenarios have to be generated during the development process in a traceable manner. In early…

软件工程 · 计算机科学 2019-05-13 Till Menzel , Gerrit Bagschik , Leon Isensee , Andre Schomburg , Markus Maurer

Understanding how humans evaluate robot behavior during human-robot interactions is crucial for developing socially aware robots that behave according to human expectations. While the traditional approach to capturing these evaluations is…

机器人学 · 计算机科学 2025-12-19 Qiping Zhang , Nathan Tsoi , Mofeed Nagib , Hao-Tien Lewis Chiang , Marynel Vázquez

Navigating socially in human environments requires more than satisfying geometric constraints, as collision-free paths may still interfere with ongoing activities or conflict with social norms. Addressing this challenge calls for analyzing…

机器人学 · 计算机科学 2026-02-10 Zilin Fang , Anxing Xiao , David Hsu , Gim Hee Lee

Robot navigation in dynamic, human-centered environments requires socially-compliant decisions grounded in robust scene understanding. Recent Vision-Language Models (VLMs) exhibit promising capabilities such as object recognition,…

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…

机器人学 · 计算机科学 2025-09-01 Hariharan Arunachalam , Phani Teja Singamaneni , Rachid Alami

Social navigation datasets are necessary to assess social navigation algorithms and train machine learning algorithms. Most of the currently available datasets target pedestrians' movements as a pattern to be replicated by robots. It can be…

Social navigation research is performed on a variety of robotic platforms, scenarios, and environments. Making comparisons between navigation algorithms is challenging because of the effort involved in building these systems and the…

机器人学 · 计算机科学 2020-09-10 Nathan Tsoi , Mohamed Hussein , Jeacy Espinoza , Xavier Ruiz , Marynel Vázquez

Robots operating in human-shared environments must not only achieve task-level navigation objectives such as safety and efficiency, but also adapt their behavior to human preferences. However, as human preferences are typically expressed in…

机器人学 · 计算机科学 2026-05-13 Tharun Sethuraman , Subham Agrawal , Nils Dengler , Jorge de Heuvel , Teena Hassan , Maren Bennewitz

Robot social navigation needs to adapt to different human factors and environmental contexts. However, since these factors and contexts are difficult to predict and cannot be exhaustively enumerated, traditional learning-based methods have…

机器人学 · 计算机科学 2025-03-17 Iaroslav Okunevich , Alexandre Lombard , Tomas Krajnik , Yassine Ruichek , Zhi Yan

We present an optimization-based method to plan the motion of an autonomous robot under the uncertainties associated with dynamic obstacles, such as humans. Our method bounds the marginal risk of collisions at each point in time by…

机器人学 · 计算机科学 2021-03-24 O. de Groot , B. Brito , L. Ferranti , D. Gavrila , J. Alonso-Mora

The recent adoption of artificial intelligence in robotics has driven the development of algorithms that enable autonomous systems to adapt to complex social environments. In particular, safe and efficient social navigation is a key…

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