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Many of today's robot perception systems aim at accomplishing perception tasks that are too simplistic and too hard. They are too simplistic because they do not require the perception systems to provide all the information needed to…

Robotics · Computer Science 2021-07-07 Patrick Mania , Franklin Kenghagho Kenfack , Michael Neumann , Michael Beetz

Aerial vehicles are no longer limited to flying in open space: recent work has focused on aerial manipulation and up-close inspection. Such applications place stringent requirements on state estimation: the robot must combine state…

Robotics · Computer Science 2023-12-25 Christian Lanegger , Helen Oleynikova , Michael Pantic , Lionel Ott , Roland Siegwart

Self-adaptive systems manage themselves to deal with uncertainties that can only be resolved during operation. A common approach to realize self-adaptation is by adding a feedback loop to the system that monitors the system and adapts it to…

Software Engineering · Computer Science 2021-12-14 Danny Weyns , Usman Iftikhar

Studying animal locomotion improves our understanding of motor control and aids in the treatment of motor impairment. Mice are a premier model of human disease and are the model system of choice for much of basic neuroscience. High frame…

Computer Vision and Pattern Recognition · Computer Science 2018-02-08 Omid Haji Maghsoudi , Mahdi Alizadeh

Continual reinforcement learning (CRL) requires agents to learn from a sequence of tasks without forgetting previously acquired policies. In this work, we introduce a novel benchmark suite for CRL based on realistically simulated robots in…

Machine Learning · Computer Science 2026-02-05 Yannick Denker , Alexander Gepperth

Good posture and form are essential for safe and productive exercising. Even in gym settings, trainers may not be readily available for feedback. Rehabilitation therapies and fitness workouts can thus benefit from recommender systems that…

Artificial Intelligence · Computer Science 2023-10-12 Abhishek Jaiswal , Gautam Chauhan , Nisheeth Srivastava

Ensuring robot safety can be challenging; user-defined constraints can miss edge cases, policies can become unsafe even when trained from safe data, and safety can be subjective. Thus, we learn about robot safety by showing policy…

Robotics · Computer Science 2025-01-10 Aaron O. Feldman , Joseph A. Vincent , Maximilian Adang , Jun En Low , Mac Schwager

Integrating Large Language Models (VLMs) and Vision-Language Models (VLMs) with robotic systems enables robots to process and understand complex natural language instructions and visual information. However, a fundamental challenge remains:…

Robotics · Computer Science 2024-03-18 Yuhang Hu , Yunzhe Wang , Ruibo Liu , Zhou Shen , Hod Lipson

If a robot is supposed to roam an environment and interact with objects, it is often necessary to know all possible objects in advance, so that a database with models of all objects can be generated for visual identification. However, this…

Artificial Intelligence · Computer Science 2015-10-05 Laura Steinert , Jens Hoefinghoff , Josef Pauli

In manufacturing processes, surface inspection is a key requirement for quality assessment and damage localization. Due to this, automated surface anomaly detection has become a promising area of research in various industrial inspection…

Identifying the physical properties of the surrounding environment is essential for robotic locomotion and navigation to deal with non-geometric hazards, such as slippery and deformable terrains. It would be of great benefit for robots to…

Robotics · Computer Science 2024-08-30 Jiaqi Chen , Jonas Frey , Ruyi Zhou , Takahiro Miki , Georg Martius , Marco Hutter

Automatic detection of visual anomalies and changes in the environment has been a topic of recurrent attention in the fields of machine learning and computer vision over the past decades. A visual anomaly or change detection algorithm…

Computer Vision and Pattern Recognition · Computer Science 2022-09-07 Sahar Salimpour , Jorge Peña Queralta , Tomi Westerlund

Simulators are a critical component of modern robotics research. Strategies for both perception and decision making can be studied in simulation first before deployed to real world systems, saving on time and costs. Despite significant…

Machine Learning · Computer Science 2020-11-19 Bhairav Mehta , Ankur Handa , Dieter Fox , Fabio Ramos

Runtime Verification deals with the question of whether a run of a system adheres to its specification. This paper studies runtime verification in the presence of partial knowledge about the observed run, particularly where input values may…

Logic in Computer Science · Computer Science 2022-07-13 Hannes Kallwies , Martin Leucker , Cesar Sanchez

Accurate maps are a prerequisite for virtually all mobile robot tasks. Most state-of-the-art maps assume a static world; therefore, dynamic objects are filtered out of the measurements. However, this division ignores movable but non-moving…

Robotics · Computer Science 2025-01-09 Matti Pekkanen , Francesco Verdoja , Ville Kyrki

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

Modern robotic systems integrate multiple independent software and hardware components, each responsible for distinct functionalities such as perception, decision-making, and execution. These components interact extensively to accomplish…

Software Engineering · Computer Science 2025-07-15 Zhixiang Chen , Zhuangbin Chen , Xingjie Cai , Wei Li , Zibin Zheng

In this paper, we propose the first higher frame rate video dataset (called Need for Speed - NfS) and benchmark for visual object tracking. The dataset consists of 100 videos (380K frames) captured with now commonly available higher frame…

Computer Vision and Pattern Recognition · Computer Science 2017-03-23 Hamed Kiani Galoogahi , Ashton Fagg , Chen Huang , Deva Ramanan , Simon Lucey

We propose a new algorithm for real-time detection and tracking of elliptic patterns suitable for real-world robotics applications. The method fits ellipses to each contour in the image frame and rejects ellipses that do not yield a good…

Robotics · Computer Science 2021-12-09 Azarakhsh Keipour , Guilherme A. S. Pereira , Sebastian Scherer

A complete overview of the surrounding vehicle environment is important for driver assistance systems and highly autonomous driving. Fusing results of multiple sensor types like camera, radar and lidar is crucial for increasing the…

Computer Vision and Pattern Recognition · Computer Science 2021-03-04 Markus Horn , Ole Schumann , Markus Hahn , Jürgen Dickmann , Klaus Dietmayer
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