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The employees health and wellbeing are an actual topic in our fast-moving world. The employers losing money when their employees suffer from different health problems and cannot work. The major problem is the spinal pain caused by the poor…

Software Engineering · Computer Science 2022-09-23 Slavomir Matuska , Martin Paralic , Robert Hudec

Recent research has focused on the risks associated with poor sitting posture and the impact of sitting on biological parameters, such as heart rate because prolonged sitting is common across all ages and professions. In this work, we…

Human-Computer Interaction · Computer Science 2024-10-03 Nguyen Thi Minh Huong , Vo Quoc Bao , Nguyen Trung Hau , Huynh Quang Linh

Poor sitting posture can lead to various work-related musculoskeletal disorders (WMSDs). Office employees spend approximately 81.8% of their working time seated, and sedentary behavior can result in chronic diseases such as cervical…

Computer Vision and Pattern Recognition · Computer Science 2025-02-13 Hang Jin , Xin He , Lingyun Wang , Yujun Zhu , Weiwei Jiang , Xiaobo Zhou

Back pain is one of the leading causes of disability-adjusted life year globally and the most common cause of low back pain is poor sitting posture. There are several actions that can be adopted proactively to avoid poor sitting posture…

Systems and Control · Electrical Eng. & Systems 2021-04-29 Nusrat Binta Nizam , Tohfatul Jinan , Wahida Binte Naz Aurthy , Md. Rakib Hossen , Jahid Ferdous

Prolonged seated activity is increasingly common in modern environments, raising concerns around musculoskeletal health, ergonomics, and the design of responsive interactive systems. Existing posture sensing methods such as vision-based or…

Human-Computer Interaction · Computer Science 2025-08-05 Lala Shakti Swarup Ray , Vitor Fortes Rey , Bo Zhou , Paul Lukowicz , Sungho Suh

Falls among older adults are a significant public health concern, leading to severe injuries, loss of independence, and increased healthcare costs. This study evaluates the effectiveness of various models, including a Geometric approach,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Sergio D. Sierra M. , Monica Sinha , Marcela Múnera , Carlos A. Cifuentes

Sleep posture analysis is widely used for clinical patient monitoring and sleep studies. Earlier research has revealed that sleep posture highly influences symptoms of diseases such as apnea and pressure ulcers. In this study, we propose a…

Machine Learning · Computer Science 2021-04-07 Vandad Davoodnia , Ali Etemad

This article contributes to the search for a notion of postural style, focusing on the issue of classifying subjects in terms of how they maintain posture. Longer term, the hope is to make it possible to determine on a case by case basis…

Applications · Statistics 2012-09-28 Antoine Chambaz , Christophe Denis

Background: Pressure mapping technology has been adapted to monitor over prolonged periods to evaluate pressure ulcer risk in individuals during extended lying postures. However, temporal pressure distribution signals are not currently used…

Medical Physics · Physics 2020-10-09 Silvia Caggiari , Peter Worsley , Yohan Payan , Marek Bucki , Dan Bader

Around 50 billion dollars is spent yearly on therapy for low back pain in the United States alone. Low back pain is one of the most common reasons for doctor visits. Having poor posture has been found to be a main cause of lower back pain…

Signal Processing · Electrical Eng. & Systems 2018-10-02 Alyazyah Alsuwaidi , Aisha Alzarouni , Dana Bazazeh , Nawaf Almoosa , Kinda Khalaf , Raed Shubair

Human neck postures and movements need to be monitored, measured, quantified and analyzed, as a preventive measure in healthcare applications. Improper neck postures are an increasing source of neck musculoskeletal disorders, requiring…

Signal Processing · Electrical Eng. & Systems 2020-03-16 Korupalli V Rajesh Kumar , Susan Elias

Rest is essential for a high-level physiological and psychological performance. It is also necessary for the muscles to repair, rebuild, and strengthen. There is a significant correlation between the quality of rest and the resting posture.…

Machine Learning · Computer Science 2021-08-27 Md. Mohsin Sarker Raihan , Muhammad Muinul Islam , Fariha Fairoz , Abdullah Bin Shams

The time people spend in front of computers has been increasing steadily due to the role computers play in modern society. Individuals who sit in front of computers for an extended period of time, specifically with improper postures may…

Computer Vision and Pattern Recognition · Computer Science 2015-04-30 Qi Guo , Zixuan Wang , Ming Li , Hamid Aghajan

This research delves into Musculoskeletal Disorder (MSD) risk factors, using a blend of Natural Language Processing (NLP) and mode-based ranking. The aim is to refine understanding, classification, and prioritization for focused prevention…

Computation and Language · Computer Science 2024-11-06 Md Abrar Jahin , Subrata Talapatra

Ergonomic assessment of human posture plays a vital role in understanding work-related safety and health. Current posture estimation approaches face occlusion challenges in teleoperation and physical human-robot interaction. We investigate…

Robotics · Computer Science 2021-03-22 Amir Yazdani , Roya Sabbagh Novin , Andrew Merryweather , Tucker Hermans

In this study, we leveraged Channel State Information (CSI), commonly utilized in WLAN communication, as training data to develop and evaluate five distinct machine learning models for recognizing human postures: standing, sitting, and…

Signal Processing · Electrical Eng. & Systems 2024-09-13 Tomoya Tanaka , Ayumu Yabuki , Mizuki Funakoshi , Ryo Yonemoto

Sleep posture is linked to several health conditions such as nocturnal cramps and more serious musculoskeletal issues. However, in-clinic sleep assessments are often limited to vital signs (e.g. brain waves). Wearable sensors with embedded…

Machine Learning · Computer Science 2022-05-24 Omar Elnaggar , Frans Coenen , Andrew Hopkinson , Lyndon Mason , Paolo Paoletti

There exist significant gaps in research about how to design efficient in-bed lying posture tracking systems. These gaps can be articulated through several research questions as follows. First, can we design a single-sensor, pervasive, and…

Machine Learning · Computer Science 2020-06-22 Paratoo Alinia , Ali Samadani , Mladen Milosevic , Hassan Ghasemzadeh , Saman Parvaneh

Sit-to-stand transitions are an important part of activities of daily living and play a key role in functional mobility in humans. The sit-to-stand movement is often affected in older adults due to frailty and in patients with motor…

The way organs are positioned and moved in the workplace can cause pain and physical harm. Therefore, ergonomists use ergonomic risk assessments based on visual observation of the workplace, or review pictures and videos taken in the…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Amin Ahmadi Kasani , Hedieh Sajedi
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