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The Brain-Computer Interface system is a profoundly developing area of experimentation for Motor activities which plays vital role in decoding cognitive activities. Classification of Cognitive-Motor Imagery activities from EEG signals is a…

信号处理 · 电气工程与系统科学 2021-07-20 Pranali Kokate , Sidharth Pancholi , Amit M. Joshi

As entertainment robots gain popularity, the demand for natural and expressive motion, particularly in dancing, continues to rise. Traditionally, dancing motions have been manually designed by artists, a process that is both labor-intensive…

机器人学 · 计算机科学 2025-02-26 Ryo Watanabe , Chenhao Li , Marco Hutter

Activity recognition from sensor data deals with various challenges, such as overlapping activities, activity labeling, and activity detection. Although each challenge in the field of recognition has great importance, the most important one…

机器学习 · 计算机科学 2019-03-13 Parviz Asghari , Ehsan Nazerfard

While human body capacitance ($HBC$) has been explored as a novel wearable motion sensing modality, its competence has never been quantitatively demonstrated compared to that of the dominant inertial measurement unit ($IMU$) in practical…

信号处理 · 电气工程与系统科学 2025-03-11 Sizhen Bian , Vitor Fortes Rey , Siyu Yuan , Paul Lukowicz

This work presents a wearable human activity recognition (HAR) system that performs real-time inference directly inside a shank-mounted inertial measurement unit (IMU) to support low-latency control of a lower-limb exoskeleton. Unlike…

机器人学 · 计算机科学 2026-02-26 Mohammadsaleh Razmi , Iman Shojaei

Using supervised machine learning approaches to recognize human activities from on-body wearable accelerometers generally requires a large amount of labelled data. When ground truth information is not available, too expensive, time…

机器学习 · 统计学 2013-12-30 Dorra Trabelsi , Samer Mohammed , Faicel Chamroukhi , Latifa Oukhellou , Yacine Amirat

The analysis of human movements has been extensively studied due to its wide variety of practical applications, such as human-robot interaction, human learning applications, or clinical diagnosis. Nevertheless, the state-of-the-art still…

计算机视觉与模式识别 · 计算机科学 2023-05-25 Brenda Elizabeth Olivas-Padilla , Alina Glushkova , Sotiris Manitsaris

Modern inertial measurements units (IMUs) are small, cheap, energy efficient, and widely employed in smart devices and mobile robots. Exploiting inertial data for accurate and reliable pedestrian navigation supports is a key component for…

机器人学 · 计算机科学 2020-01-14 Changhao Chen , Peijun Zhao , Chris Xiaoxuan Lu , Wei Wang , Andrew Markham , Niki Trigoni

Artificial intelligence has the potential to impact safety and efficiency in safety-critical domains such as construction, manufacturing, and healthcare. For example, using sensor data from wearable devices, such as inertial measurement…

计算机视觉与模式识别 · 计算机科学 2025-04-07 Farida Al Haddad , Yuxin Wang , Malcolm Mielle

Ballroom dancing is a structured yet expressive motion category. Its highly diverse movement and complex interactions between leader and follower dancers make the understanding and synthesis challenging. We demonstrate that the three-point…

图形学 · 计算机科学 2026-01-06 Peizhuo Li , Sebastian Starke , Yuting Ye , Olga Sorkine-Hornung

This paper proposes a learning method for denoising gyroscopes of Inertial Measurement Units (IMUs) using ground truth data, and estimating in real time the orientation (attitude) of a robot in dead reckoning. The obtained algorithm…

机器人学 · 计算机科学 2020-06-29 Martin Brossard , Silvere Bonnabel , Axel Barrau

Conventional electromyography (EMG) measures the continuous neural activity during muscle contraction, but lacks explicit quantification of the actual contraction. Mechanomyography (MMG) and accelerometers only measure body surface motion,…

人机交互 · 计算机科学 2022-11-08 Zijing Zhang , Edwin C. Kan

Tracking body pose on-the-go could have powerful uses in fitness, mobile gaming, context-aware virtual assistants, and rehabilitation. However, users are unlikely to buy and wear special suits or sensor arrays to achieve this end. Instead,…

人机交互 · 计算机科学 2023-04-26 Vimal Mollyn , Riku Arakawa , Mayank Goel , Chris Harrison , Karan Ahuja

With the development of the Internet of Things(IoT) and Artificial Intelligence(AI) technologies, human activity recognition has enabled various applications, such as smart homes and assisted living. In this paper, we target a new…

机器学习 · 计算机科学 2021-06-30 Rex Liu , Sarina A Fazio , Huanle Zhang , Albara Ah Ramli , Xin Liu , Jason Yeates Adams

Inertial navigation systems for pedestrians are infrastructure-less and can achieve sub-meter accuracy in the short/medium period. However, when low-cost inertial measurement units (IMU) are employed for their implementation, they suffer…

机器人学 · 计算机科学 2015-03-30 Francesco Montorsi , Fabrizio Pancaldi , Giorgio M. Vitetta

Human activity recognition has grown in popularity with its increase of applications within daily lifestyles and medical environments. The goal of having efficient and reliable human activity recognition brings benefits such as accessible…

机器学习 · 计算机科学 2022-01-24 Rushit Dave , Naeem Seliya , Mounika Vanamala , Wei Tee

Wearable robotics for lower-limb assistance have become a pivotal area of research, aiming to enhance mobility for individuals with physical impairments or augment the performance of able-bodied users. Accurate and adaptive control systems…

机器人学 · 计算机科学 2025-12-03 Omar Coser , Christian Tamantini , Matteo Tortora , Leonardo Furia , Rosa Sicilia , Loredana Zollo , Paolo Soda

Many tasks performed by two humans require mutual interaction between arms such as handing-over tools and objects. In order for a robotic arm to interact with a human in the same way, it must reason about the location of the human arm in…

机器人学 · 计算机科学 2023-08-29 Nadav D. Kahanowich , Avishai Sintov

AR smart glasses need continuous behavioral context to offer proactive assistance, yet their most practical always-on sensor, the head-mounted Inertial Measurement Unit (IMU), detects only motion primitives such as walking or standing. We…

Human action recognition has been widely used in many fields of life, and many human action datasets have been published at the same time. However, most of the multi-modal databases have some shortcomings in the layout and number of…

计算机视觉与模式识别 · 计算机科学 2022-02-08 Xin Chao , Zhenjie Hou , Yujian Mo