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The Anterior Cruciate Ligament rupture is a very common knee injury during sport activities. Landing after a jump is one of the most prominent human body movement scenarios that can lead to such an injury. The landing - related Anterior…

医学物理 · 物理学 2022-03-01 Evgenia Moustridi

Individuals who suffer anterior cruciate ligament (ACL) injury are at higher risk of developing knee osteoarthritis (OA) and almost 50% display symptoms 10 to 20 years post injury. Anterior cruciate ligament reconstruction (ACLR) often does…

计算工程、金融与科学 · 计算机科学 2015-08-19 Abhijit Chandra , Oliva Kar , Kuan-Chuen Wu , Michelle Hall , Jason Gillette

Anterior cruciate ligament (ACL) reconstruction necessitates months of rehabilitation, during which a clinician evaluates whether a patient is ready to return to sports or occupation. Due to their time- and cost-intensive nature, these…

In sports analytics, an understanding of accurate on-field 3D knee joint moments (KJM) could provide an early warning system for athlete workload exposure and knee injury risk. Traditionally, this analysis has relied on captive laboratory…

计算机视觉与模式识别 · 计算机科学 2019-07-12 William R. Johnson , Ajmal Mian , David G. Lloyd , Jacqueline A. Alderson

Nearly all Human Pose Estimation (HPE) datasets consist of a fixed set of keypoints. Standard HPE models trained on such datasets can only detect these keypoints. If more points are desired, they have to be manually annotated and the model…

计算机视觉与模式识别 · 计算机科学 2022-04-14 Katja Ludwig , Daniel Kienzle , Rainer Lienhart

Purpose: To evaluate the diagnostic utility of two convolutional neural networks (CNNs) for severity staging of anterior cruciate ligament (ACL) injuries. Materials and Methods: This retrospective analysis was conducted on 1243 knee MR…

图像与视频处理 · 电气工程与系统科学 2020-04-15 Nikan K. Namiri , Io Flament , Bruno Astuto , Rutwik Shah , Radhika Tibrewala , Francesco Caliva , Thomas M. Link , Valentina Pedoia , Sharmila Majumdar

Most realtime human pose estimation approaches are based on detecting joint positions. Using the detected joint positions, the yaw and pitch of the limbs can be computed. However, the roll along the limb, which is critical for application…

计算机视觉与模式识别 · 计算机科学 2021-12-17 Martin Fisch , Ronald Clark

Human pose estimation aims at locating the specific joints of humans from the images or videos. While existing deep learning-based methods have achieved high positioning accuracy, they often struggle with generalization in occlusion…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Gangtao Han , Chunxiao Song , Song Wang , Hao Wang , Enqing Chen , Guanghui Wang

Pose estimation has promised to impact healthcare by enabling more practical methods to quantify nuances of human movement and biomechanics. However, despite the inherent connection between pose estimation and biomechanics, these…

计算机视觉与模式识别 · 计算机科学 2024-06-17 Yoni Gozlan , Antoine Falisse , Scott Uhlrich , Anthony Gatti , Michael Black , Akshay Chaudhari

The Anterior Cruciate Ligament (ACL) tear is a common medical condition that is treated using arthroscopy by pulling a tissue graft through a tunnel opened with a drill. The correct anatomical position and orientation of this tunnel is…

计算机视觉与模式识别 · 计算机科学 2018-07-26 Carolina Raposo , Cristovao Sousa , Luis Ribeiro , Rui Melo , Joao P. Barreto , Joao Oliveira , Pedro Marques , Fernando Fonseca

Video analysis in tackle-collision based sports is highly subjective and exposed to bias, which is inherent in human observation, especially under time constraints. This limitation of match analysis in tackle-collision based sports can be…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Zubair Martin , Amir Patel , Sharief Hendricks

This work employs a pre-trained, multi-view Convolutional Neural Network (CNN) with a spatial attention block to optimise knee injury detection. An open-source Magnetic Resonance Imaging (MRI) data set with image-level labels was leveraged…

计算机视觉与模式识别 · 计算机科学 2021-08-19 Niamh Belton , Ivan Welaratne , Adil Dahlan , Ronan T Hearne , Misgina Tsighe Hagos , Aonghus Lawlor , Kathleen M. Curran

Purpose: Subarachnoid haemorrhage is a potentially fatal consequence of intracranial aneurysm rupture, however, it is difficult to predict if aneurysms will rupture. Prophylactic treatment of an intracranial aneurysm also involves risk,…

计算机视觉与模式识别 · 计算机科学 2024-12-09 Karan Daga , Siddharth Agarwal , Zaeem Moti , Matthew BK Lee , Munaib Din , David Wood , Marc Modat , Thomas C Booth

In this paper, we investigated whether we can 1) detect participants with ataxia-specific gait characteristics (risk-prediction), and 2) assess severity of ataxia from gait (severity-assessment) using computer vision. We created a dataset…

计算机视觉与模式识别 · 计算机科学 2022-04-18 Wasifur Rahman , Masum Hasan , Md Saiful Islam , Titilayo Olubajo , Jeet Thaker , Abdelrahman Abdelkader , Phillip Yang , Tetsuo Ashizawa , Ehsan Hoque

Human pose estimation has given rise to a broad spectrum of novel and compelling applications, including action recognition, sports analysis, as well as surveillance. However, accurate video pose estimation remains an open challenge. One…

计算机视觉与模式识别 · 计算机科学 2025-01-27 Yingying Jiao , Zhigang Wang , Zhenguang Liu , Shaojing Fan , Sifan Wu , Zheqi Wu , Zhuoyue Xu

Despite advancements in medical care, hip fractures impose a significant burden on individuals and healthcare systems. This paper focuses on the prediction of hip fracture risk in older and middle-aged adults, where falls and compromised…

A novel method to identify trampoline skills using a single video camera is proposed herein. Conventional computer vision techniques are used for identification, estimation, and tracking of the gymnast's body in a video recording of the…

计算机视觉与模式识别 · 计算机科学 2017-09-12 Paul W. Connolly , Guenole C. Silvestre , Chris J. Bleakley

Recently, human pose estimation mainly focuses on how to design a more effective and better deep network structure as human features extractor, and most designed feature extraction networks only introduce the position of each anatomical…

计算机视觉与模式识别 · 计算机科学 2022-12-06 Zhangjian Ji , Zilong Wang , Ming Zhang , Yapeng Chen , Yuhua Qian

Hip fracture risk assessment is an important but challenging task. Quantitative CT-based patient specific finite element analysis (FEA) computes the force (fracture load) to break the proximal femur in a particular loading condition. It…

At present, most high-accuracy single-person pose estimation methods have high computational complexity and insufficient real-time performance due to the complex structure of the network model. However, a single-person pose estimation…

计算机视觉与模式识别 · 计算机科学 2020-04-17 Gang Peng , Yuezhi Zheng , Jianfeng Li , Jin Yang , Zhonghua Deng
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