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In this work, we contribute a large-scale study benchmarking the performance of multiple motion-based learning from demonstration approaches. Given the number and diversity of existing methods, it is critical that comprehensive empirical…

Robotics · Computer Science 2019-11-11 M. Asif Rana , Daphne Chen , S. Reza Ahmadzadeh , Jacob Williams , Vivian Chu , Sonia Chernova

Inertial sensors are integral components in numerous applications, powering crucial features in robotics and our daily lives. In recent years, deep learning has significantly advanced inertial sensing performance and robustness.…

Robotics · Computer Science 2026-03-03 Victoria Khalfin Fekson , Nitsan Pri-Hadash , Netta Palez , Aviad Etzion , Itzik Klein

Social robots are expected to be a human labor support technology, and one application of them is an advertising medium in public spaces. When social robots provide information, such as recommended shops, adaptive communication according to…

Robotics · Computer Science 2022-06-07 Taichi Sakaguchi , Yuki Okafuji , Kohei Matsumura , Jun Baba , Junya Nakanishi

Autonomous systems are increasingly deployed in open and dynamic environments -- from city streets to aerial and indoor spaces -- where perception models must remain reliable under sensor noise, environmental variation, and platform shifts.…

Robotics · Computer Science 2026-01-09 Lingdong Kong , Shaoyuan Xie , Zeying Gong , Ye Li , Meng Chu , Ao Liang , Yuhao Dong , Tianshuai Hu , Ronghe Qiu , Rong Li , Hanjiang Hu , Dongyue Lu , Wei Yin , Wenhao Ding , Linfeng Li , Hang Song , Wenwei Zhang , Yuexin Ma , Junwei Liang , Zhedong Zheng , Lai Xing Ng , Benoit R. Cottereau , Wei Tsang Ooi , Ziwei Liu , Zhanpeng Zhang , Weichao Qiu , Wei Zhang , Ji Ao , Jiangpeng Zheng , Siyu Wang , Guang Yang , Zihao Zhang , Yu Zhong , Enzhu Gao , Xinhan Zheng , Xueting Wang , Shouming Li , Yunkai Gao , Siming Lan , Mingfei Han , Xing Hu , Dusan Malic , Christian Fruhwirth-Reisinger , Alexander Prutsch , Wei Lin , Samuel Schulter , Horst Possegger , Linfeng Li , Jian Zhao , Zepeng Yang , Yuhang Song , Bojun Lin , Tianle Zhang , Yuchen Yuan , Chi Zhang , Xuelong Li , Youngseok Kim , Sihwan Hwang , Hyeonjun Jeong , Aodi Wu , Xubo Luo , Erjia Xiao , Lingfeng Zhang , Yingbo Tang , Hao Cheng , Renjing Xu , Wenbo Ding , Lei Zhou , Long Chen , Hangjun Ye , Xiaoshuai Hao , Shuangzhi Li , Junlong Shen , Xingyu Li , Hao Ruan , Jinliang Lin , Zhiming Luo , Yu Zang , Cheng Wang , Hanshi Wang , Xijie Gong , Yixiang Yang , Qianli Ma , Zhipeng Zhang , Wenxiang Shi , Jingmeng Zhou , Weijun Zeng , Kexin Xu , Yuchen Zhang , Haoxiang Fu , Ruibin Hu , Yanbiao Ma , Xiyan Feng , Wenbo Zhang , Lu Zhang , Yunzhi Zhuge , Huchuan Lu , You He , Seungjun Yu , Junsung Park , Youngsun Lim , Hyunjung Shim , Faduo Liang , Zihang Wang , Yiming Peng , Guanyu Zong , Xu Li , Binghao Wang , Hao Wei , Yongxin Ma , Yunke Shi , Shuaipeng Liu , Dong Kong , Yongchun Lin , Huitong Yang , Liang Lei , Haoang Li , Xinliang Zhang , Zhiyong Wang , Xiaofeng Wang , Yuxia Fu , Yadan Luo , Djamahl Etchegaray , Yang Li , Congfei Li , Yuxiang Sun , Wenkai Zhu , Wang Xu , Linru Li , Longjie Liao , Jun Yan , Benwu Wang , Xueliang Ren , Xiaoyu Yue , Jixian Zheng , Jinfeng Wu , Shurui Qin , Wei Cong , Yao He

Robot navigation in dynamic environments shared with humans is an important but challenging task, which suffers from performance deterioration as the crowd grows. In this paper, multi-subgoal robot navigation approach based on deep…

Robotics · Computer Science 2022-11-30 Xinyi Yu , Jianan Hu , Yuehai Fan , Wancai Zheng , Linlin Ou

The fast-growing demand for fully autonomous robots in shared spaces calls for the development of trustworthy agents that can safely and seamlessly navigate in crowded environments. Recent models for motion prediction show promise in…

Robotics · Computer Science 2024-02-19 Ingrid Navarro , Jay Patrikar , Joao P. A. Dantas , Rohan Baijal , Ian Higgins , Sebastian Scherer , Jean Oh

As robots increasingly enter human-centered environments, they must not only be able to navigate safely around humans, but also adhere to complex social norms. Humans often rely on non-verbal communication through gestures and facial…

Current social navigation methods and benchmarks primarily focus on proxemics and task efficiency. While these factors are important, qualitative aspects such as perceptions of a robot's social competence are equally crucial for successful…

Robotics · Computer Science 2024-12-30 Shashank Rao Marpally , Pranav Goyal , Harold Soh

Ensuring safe navigation in complex environments requires accurate real-time traversability assessment and understanding of environmental interactions relative to the robot`s capabilities. Traditional methods, which assume simplified…

Robotics · Computer Science 2025-04-30 Pascal Roth , Jonas Frey , Cesar Cadena , Marco Hutter

Fully autonomous mobile robots have a multitude of potential applications, but guaranteeing robust navigation performance remains an open research problem. For many tasks such as repeated infrastructure inspection, item delivery, or…

Robotics · Computer Science 2021-07-30 Dominic Dall'Osto , Tobias Fischer , Michael Milford

The vast majority of existing Distributed Computing literature about mobile robotic swarms considers computability issues: characterizing the set of system hypotheses that enables problem solvability. By contrast, the focus of this work is…

Computational Geometry · Computer Science 2021-05-21 Adam Heriban , Sébastien Tixeuil

Numerous datasets and benchmarks exist to assess and compare Simultaneous Localization and Mapping (SLAM) algorithms. Nevertheless, their precision must follow the rate at which SLAM algorithms improved in recent years. Moreover, current…

As robots across domains start collaborating with humans in shared environments, algorithms that enable them to reason over human intent are important to achieve safe interplay. In our work, we study human intent through the problem of…

Robotics · Computer Science 2022-09-14 Ingrid Navarro , Jean Oh

We propose, analyze, and experimentally verify a new proactive approach for robot social navigation driven by the robot's "opinion" for which way and by how much to pass human movers crossing its path. The robot forms an opinion over time…

Robotics · Computer Science 2023-09-13 Charlotte Cathcart , María Santos , Shinkyu Park , Naomi Ehrich Leonard

The creation of large, diverse, high-quality robot manipulation datasets is an important stepping stone on the path toward more capable and robust robotic manipulation policies. However, creating such datasets is challenging: collecting…

Robotics · Computer Science 2025-04-23 Alexander Khazatsky , Karl Pertsch , Suraj Nair , Ashwin Balakrishna , Sudeep Dasari , Siddharth Karamcheti , Soroush Nasiriany , Mohan Kumar Srirama , Lawrence Yunliang Chen , Kirsty Ellis , Peter David Fagan , Joey Hejna , Masha Itkina , Marion Lepert , Yecheng Jason Ma , Patrick Tree Miller , Jimmy Wu , Suneel Belkhale , Shivin Dass , Huy Ha , Arhan Jain , Abraham Lee , Youngwoon Lee , Marius Memmel , Sungjae Park , Ilija Radosavovic , Kaiyuan Wang , Albert Zhan , Kevin Black , Cheng Chi , Kyle Beltran Hatch , Shan Lin , Jingpei Lu , Jean Mercat , Abdul Rehman , Pannag R Sanketi , Archit Sharma , Cody Simpson , Quan Vuong , Homer Rich Walke , Blake Wulfe , Ted Xiao , Jonathan Heewon Yang , Arefeh Yavary , Tony Z. Zhao , Christopher Agia , Rohan Baijal , Mateo Guaman Castro , Daphne Chen , Qiuyu Chen , Trinity Chung , Jaimyn Drake , Ethan Paul Foster , Jensen Gao , Vitor Guizilini , David Antonio Herrera , Minho Heo , Kyle Hsu , Jiaheng Hu , Muhammad Zubair Irshad , Donovon Jackson , Charlotte Le , Yunshuang Li , Kevin Lin , Roy Lin , Zehan Ma , Abhiram Maddukuri , Suvir Mirchandani , Daniel Morton , Tony Nguyen , Abigail O'Neill , Rosario Scalise , Derick Seale , Victor Son , Stephen Tian , Emi Tran , Andrew E. Wang , Yilin Wu , Annie Xie , Jingyun Yang , Patrick Yin , Yunchu Zhang , Osbert Bastani , Glen Berseth , Jeannette Bohg , Ken Goldberg , Abhinav Gupta , Abhishek Gupta , Dinesh Jayaraman , Joseph J Lim , Jitendra Malik , Roberto Martín-Martín , Subramanian Ramamoorthy , Dorsa Sadigh , Shuran Song , Jiajun Wu , Michael C. Yip , Yuke Zhu , Thomas Kollar , Sergey Levine , Chelsea Finn

In this paper, we present the Role Playing Learning (RPL) scheme for a mobile robot to navigate socially with its human companion in populated environments. Neural networks (NN) are constructed to parameterize a stochastic policy that…

Robotics · Computer Science 2017-05-30 Mingming Li , Rui Jiang , Shuzhi Sam Ge , Tong Heng Lee

Safe and high-speed navigation is a key enabling capability for real world deployment of robotic systems. A significant limitation of existing approaches is the computational bottleneck associated with explicit mapping and the limited field…

Robotics · Computer Science 2020-12-23 Kapil D. Katyal , Adam Polevoy , Joseph Moore , Craig Knuth , Katie M. Popek

In the domain of assistive robotics, the significance of effective modeling is well acknowledged. Prior research has primarily focused on enhancing model accuracy or involved the collection of extensive, often impractical amounts of data.…

Robotics · Computer Science 2024-06-07 Hamid Osooli , Christopher Coco , Johnathan Spanos , Amin Majdi , Reza Azadeh

This paper presents a dataset, called Reeds, for research on robot perception algorithms. The dataset aims to provide demanding benchmark opportunities for algorithms, rather than providing an environment for testing application-specific…

Computer Vision and Pattern Recognition · Computer Science 2021-09-20 Ola Benderius , Christian Berger , Krister Blanch

We consider the problem of navigating a mobile robot towards a target in an unknown environment that is endowed with visual sensors, where neither the robot nor the sensors have access to global positioning information and only use…

Robotics · Computer Science 2023-08-01 Jan Blumenkamp , Qingbiao Li , Binyu Wang , Zhe Liu , Amanda Prorok
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