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Gait analysis using wearable devices has advantages over non-wearable devices when it comes to portability and accessibility. However, non-wearable devices have consistently shown superior performance in terms of the gait information they…

信号处理 · 电气工程与系统科学 2025-09-03 R. Abhishek Shankar , Hyungjun Ha , Byunghoo Jung

Accurate estimation of three-dimensional human skeletons from depth images can provide important metrics for healthcare applications, especially for biomechanical gait analysis. However, there exist inherent problems associated with depth…

计算机视觉与模式识别 · 计算机科学 2021-09-06 Xiao Gu , Jianxin Yang , Hanxiao Zhang , Jianing Qiu , Frank Po Wen Lo , Yao Guo , Guang-Zhong Yang , Benny Lo

Gait recognition enables contact-free, long-range person identification that is robust to clothing variations and non-cooperative scenarios. While existing methods perform well in controlled indoor environments, they struggle with…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Xiangru Li , Wei Song , Yingda Huang , Wei Meng , Le Chang , Hongyang Li

Biometrics on mobile devices has attracted a lot of attention in recent years as it is considered a user-friendly authentication method. This interest has also been motivated by the success of Deep Learning (DL). Architectures based on…

计算机视觉与模式识别 · 计算机科学 2022-06-06 Paula Delgado-Santos , Ruben Tolosana , Richard Guest , Farzin Deravi , Ruben Vera-Rodriguez

The kinematics analysis of foot-ankle complex during gait is essential for advancing biomechanical research and clinical assessment. Collecting accurate surface geometry data from the foot and ankle during dynamic gait conditions is…

计算机视觉与模式识别 · 计算机科学 2025-07-16 Jie-Wen Li , Zi-Han Ye , Qingyuan Zhou , Jiayi Song , Ying He , Ben Fei , Wen-Ming Chen

The fact that every human has a distinctive walking style has prompted a proposal to use gait recognition as an identification criterion. Using end-to-end learning, I investigated whether the center-of-pressure trajectory is sufficiently…

定量方法 · 定量生物学 2020-08-10 Philippe Terrier

We present a system for identifying humans by their walking sounds. This problem is also known as acoustic gait recognition. The goal of the system is to analyse sounds emitted by walking persons (mostly the step sounds) and identify those…

人机交互 · 计算机科学 2014-06-12 Jürgen T. Geiger , Maximilian Kneißl , Björn Schuller , Gerhard Rigoll

Conventional gait de-identification methods often encounter an inherent trade-off: they either provide insufficient identity suppression or introduce spatiotemporal distortions that impede structure-sensitive downstream applications. We…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Huiran Duan , Qian Zhou , Zhongliang Guo , Junhao Dong , Yuqi Li , Guoying Zhao , Yingli Tian

Surveillance footage represents a valuable resource and opportunities for conducting gait analysis. However, the typical low quality and high noise levels in such footage can severely impact the accuracy of pose estimation algorithms, which…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Andrei Niculae , Andy Catruna , Adrian Cosma , Daniel Rosner , Emilian Radoi

The human gait is a complex interplay between the neuronal and the muscular systems, reflecting an individual's neurological and physiological condition. This makes gait analysis a valuable tool for biomechanics and medical experts.…

计算机视觉与模式识别 · 计算机科学 2024-11-15 Eva Katharina Bauer , Simon Bultmann , Sven Behnke

Human movements are characterized by highly non-linear and multi-dimensional interactions within the motor system. Recently, an increasing emphasis on machine-learning applications has led to a significant contribution to the field of gait…

Gait, the manner of walking, has been proven to be a reliable biometric with uses in surveillance, marketing and security. A promising new direction for the field is training gait recognition systems without explicit human annotations,…

计算机视觉与模式识别 · 计算机科学 2023-07-28 Adrian Cosma , Emilian Radoi

Obtaining demographics information from video is valuable for a range of real-world applications. While approaches that leverage facial features for gender inference are very successful in restrained environments, they do not work in most…

计算机视觉与模式识别 · 计算机科学 2021-11-02 Andy Catruna , Adrian Cosma , Ion Emilian Radoi

Accurate estimation of spatial gait characteristics is critical to assess motor impairments resulting from neurological or musculoskeletal disease. Currently, however, methodological constraints limit clinical applicability of…

Gait recognition under multiple views is an important computer vision and pattern recognition task. In the emerging convolutional neural network based approaches, the information of view angle is ignored to some extent. Instead of direct…

计算机视觉与模式识别 · 计算机科学 2021-08-13 Tianrui Chai , Xinyu Mei , Annan Li , Yunhong Wang

Gait analysis leverages unique walking patterns for person identification and assessment across multiple domains. Among the methods used for gait analysis, skeleton-based approaches have shown promise due to their robust and interpretable…

计算机视觉与模式识别 · 计算机科学 2023-10-06 Adrian Cosma , Emilian Radoi

Human motion characteristics are used to monitor the progression of neurological diseases and mood disorders. Since perceptions of emotions are also interleaved with body posture and movements, emotion recognition from human gait can be…

计算机视觉与模式识别 · 计算机科学 2021-08-30 Matthew Malek-Podjaski , Fani Deligianni

We propose DeepGRU, a novel end-to-end deep network model informed by recent developments in deep learning for gesture and action recognition, that is streamlined and device-agnostic. DeepGRU, which uses only raw skeleton, pose or vector…

计算机视觉与模式识别 · 计算机科学 2019-10-11 Mehran Maghoumi , Joseph J. LaViola

Existing gait recognition methods typically identify individuals based on the similarity between probe and gallery samples. However, these methods often neglect the fact that the gallery may not contain identities corresponding to the…

计算机视觉与模式识别 · 计算机科学 2024-10-07 Heming Du , Chen Liu , Ming Wang , Lincheng Li , Shunli Zhang , Xin Yu

Gait synchronization in pedestrians is influenced by biomechanical, environmental, and cognitive factors. Studying gait in ecological settings provides insights often missed in controlled experiments. This study tackles the challenges of…

物理与社会 · 物理学 2025-03-14 Adrien Gregorj , Zeynep Yücel , Francesco Zanlugo , Takayuki Kanda
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