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We are experiencing an explosion in the amount of sensors measuring our activities and the world around us. These sensors are spread throughout the built environment and can help us perform state estimation and control of related systems,…

Systems and Control · Computer Science 2018-02-06 Matthew A. Wright , Roberto Horowitz

For machine learning components used as part of autonomous systems (AS) in carrying out critical tasks it is crucial that assurance of the models can be maintained in the face of post-deployment changes (such as changes in the operating…

Machine Learning · Computer Science 2024-06-25 Ozan Vardal , Richard Hawkins , Colin Paterson , Chiara Picardi , Daniel Omeiza , Lars Kunze , Ibrahim Habli

The future of transportation is being shaped by technology, and one revolutionary step in improving road safety is the incorporation of robotic systems into driver monitoring infrastructure. This literature review explores the current…

Robotics · Computer Science 2024-01-30 Farhin Farhad Riya , Shahinul Hoque , Xiaopeng Zhao , Jinyuan Stella Sun

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

In this paper, we propose a method for addressing the issue of unnoticed catastrophic deployment and domain shift in neural networks for semantic segmentation in autonomous driving. Our approach is based on the idea that deep learning-based…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Hendrik Vogt , Stefan Buehler , Mark Schutera

Real world evolves in continuous time but computations are done from finite samples. Therefore, we study algorithms using finite observations in continuous-time linear dynamical systems. We first study the system identification problem, and…

Systems and Control · Electrical Eng. & Systems 2025-09-30 Hongyi Zhou , Jingwei Li , Jingzhao Zhang

Interactive applications incorporating high-data rate sensing and computer vision are becoming possible due to novel runtime systems and the use of parallel computation resources. To allow interactive use, such applications require careful…

Machine Learning · Computer Science 2012-03-19 Qian Zhu , Branislav Kveton , Lily Mummert , Padmanabhan Pillai

The effectiveness of autonomous vehicles relies on reliable perception capabilities. Despite significant advancements in artificial intelligence and sensor fusion technologies, current single-vehicle perception systems continue to encounter…

We introduce an information measure, termed clarity, motivated by information entropy, and show that it has intuitive properties relevant to dynamic coverage control and informative path planning. Clarity defines the quality of the…

Robotics · Computer Science 2023-04-06 Devansh R Agrawal , Dimitra Panagou

We address the challenging problem of robotic grasping and manipulation in the presence of uncertainty. This uncertainty is due to noisy sensing, inaccurate models and hard-to-predict environment dynamics. We quantify the importance of…

Assistive robotic devices, like soft lower-limb exoskeletons or exosuits, are widely spreading with the promise of helping people in everyday life. To make such systems adaptive to the variety of users wearing them, it is desirable to endow…

The theoretical ability of modular robots to reconfigure in response to complex tasks in a priori unknown environments has frequently been cited as an advantage and remains a major motivator for work in the field. We present a modular robot…

Robotics · Computer Science 2018-12-14 Jonathan Daudelin , Gangyuan Jing , Tarik Tosun , Mark Yim , Hadas Kress-Gazit , Mark Campbell

Traffic light perception is an essential component of the camera-based perception system for autonomous vehicles, enabling accurate detection and interpretation of traffic lights to ensure safe navigation through complex urban environments.…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Rupert Polley , Nikolai Polley , Dominik Heid , Marc Heinrich , Sven Ochs , J. Marius Zöllner

Autonomous driving technology has drawn a lot of attention due to its fast development and extremely high commercial values. The recent technological leap of autonomous driving can be primarily attributed to the progress in the environment…

Computer Vision and Pattern Recognition · Computer Science 2022-04-13 Jindi Zhang

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

With the increased availability of condition monitoring data and the increased complexity of explicit system physics-based models, the application of data-driven approaches for fault detection and isolation has recently grown. While…

Systems and Control · Electrical Eng. & Systems 2020-01-01 Manuel Arias Chao , Chetan Kulkarni , Kai Goebel , Olga Fink

This paper presents a framework for monitoring human and robot conditions in human multi-robot interactions. The proposed framework consists of four modules: 1) human and robot conditions monitoring interface, 2) synchronization time…

Robotics · Computer Science 2020-06-09 Wonse Jo , Shyam Sundar Kannan , Go-Eum Cha , Ahreum Lee , Byung-Cheol Min

We address the problem of detecting and mitigating the effect of malicious attacks to the sensors of a linear dynamical system. We develop a novel, efficient algorithm that uses a Satisfiability-Modulo-Theory approach to isolate the…

Designing a controller for autonomous vehicles capable of providing adequate performance in all driving scenarios is challenging due to the highly complex environment and inability to test the system in the wide variety of scenarios which…

Machine Learning · Computer Science 2019-12-24 Sampo Kuutti , Richard Bowden , Yaochu Jin , Phil Barber , Saber Fallah

In high-pressure environments where human individuals must simultaneously monitor multiple entities, communicate effectively, and maintain intense focus, the perception of time becomes a critical factor influencing performance and…

Human-Computer Interaction · Computer Science 2024-10-27 Till Aust , Eirini Balta , Argiro Vatakis , Heiko Hamann