Realtime Indoor Workout Analysis Using Machine Learning &amp; Computer Vision

Nagarkoti, Amit; Teotia, Revant; Mahale, Amith K.; Das, P.

doi:10.1109/embc.2019.8856547

Cited by 31 publications

(21 citation statements)

References 4 publications

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“…Table 2 summarizes the WHO indication "Stay physically active during self-quarantine" [73]. Little is known about the effects of homebased physical activity on chronic disease [67,74,75]. The Web could prove useful, since today there are many workout videos available that can assist people in exercising on their own.…”

Section: Effects Of Stress and Anxiety On Physical Activitymentioning

confidence: 99%

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Quarantine during COVID-19 outbreak: Changes in diet and physical activity increase the risk of cardiovascular disease

Mattioli

Sciomer

Cocchi

et al. 2020

Nutrition, Metabolism and Cardiovascular Diseases

452

403

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Aims: CoV-19/SARS-CoV-2 is a highly pathogenic virus that is causing a global pandemic with a high number of deaths and infected people. To contain the diffusion of infection, several governments have enforced restrictions on outdoor activities or even collective quarantine on the population. The present commentary briefly analyzes the effects of quarantine on lifestyle, including nutrition and physical activity and the impact of new technologies in dealing with this situation. Data synthesis: Quarantine is associated with stress and depression leading to unhealthy diet and reduced physical activity. A diet poor in fruit and vegetables is frequent during isolation, with a consequent low intake of antioxidants and vitamins. However, vitamins have recently been identified as a principal weapon in the fight against the Cov-19 virus. Some reports suggest that Vitamin D could exert a protective effect on such infection. During quarantine, strategies to further increase home-based physical activity and to encourage adherence to a healthy diet should be implemented. The WHO has just released guidance for people in self-quarantine, those without any symptoms or diagnosis of acute respiratory illness, which provides practical advice on how to stay active and reduce sedentary behavior while at home. Conclusion: Quarantine carries some long-term effects on cardiovascular disease, mainly related to unhealthy lifestyle and anxiety. Following quarantine, a global action supporting healthy diet and physical activity is mandatory to encourage people to return to a good lifestyle routine.

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Section: Effects Of Stress and Anxiety On Physical Activitymentioning

confidence: 99%

“…The Web could prove useful, since today there are many workout videos available that can assist people in exercising on their own. However, trying to execute all steps (body pose alignments) in a workout accurately, in order to avoid long-term muscle and joint injuries, is risk related [74,75].…”

Section: Effects Of Stress and Anxiety On Physical Activitymentioning

confidence: 99%

Quarantine during COVID-19 outbreak: Changes in diet and physical activity increase the risk of cardiovascular disease

Mattioli

Sciomer

Cocchi

et al. 2020

Nutrition, Metabolism and Cardiovascular Diseases

452

403

View full text Add to dashboard Cite

show abstract

“…A common observation is that even people who visit gym regularly find it difficult to perform all steps (body pose alignments) in a workout accurately. By continuously doing an exercise incorrectly may eventually cause severe long-term injuries [37].…”

Section: What Must Be Done To Prevent Increase Of Obesity and Of Cardmentioning

confidence: 99%

COVID-19 pandemic: the effects of quarantine on cardiovascular risk

et al. 2020

View full text Add to dashboard Cite

COVID-19 is causing a global pandemic with a high number of deaths and infected people. To contain the diffusion of COVID-19 virus, Governments have enforced restrictions on outdoor activities or even collective quarantine on the population. One important consequence of quarantine is a change in lifestyle: reduced physical activity and unhealthy diet. 2019 guidelines for primary prevention of cardiovascular disease indicate that "Adults should engage in at least 150 minute per week of accumulated moderate-intensity or 75 minute per week of vigorous-intensity aerobic physical activity (or an equivalent combination of moderate and vigorous activity) to reduce ASCVD risk." During quarantine, strategies to further increase home-based physical activity and to follow a healthy diet should be implemented. Quarantine carries some longterm effects on cardiovascular disease, mainly related to unhealthy lifestyle and anxiety. Following quarantine a global action supporting healthy diet and physical activity is mandatory to encourage people to return to good lifestyle.

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“…Kim et al [88] proposed a hand gesture control system based on the tactile feedback to the user's hand. Amit et al [89] proposed an approach to analyze a user's body posture during a workout and compare it to a professional's reference workout, thus getting visual feedback while performing a workout. The system aims to assist people in completing the exercises independently and prevent incorrectly performed motions that may eventually cause severe long-term injuries.…”

Section: (C) Optic Signalmentioning

confidence: 99%

The State-of-the-Art Sensing Techniques in Human Activity Recognition: A Survey

Bian

Liu

Zhou

et al. 2022

Sensors

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Human activity recognition (HAR) has become an intensive research topic in the past decade because of the pervasive user scenarios and the overwhelming development of advanced algorithms and novel sensing approaches. Previous HAR-related sensing surveys were primarily focused on either a specific branch such as wearable sensing and video-based sensing or a full-stack presentation of both sensing and data processing techniques, resulting in weak focus on HAR-related sensing techniques. This work tries to present a thorough, in-depth survey on the state-of-the-art sensing modalities in HAR tasks to supply a solid understanding of the variant sensing principles for younger researchers of the community. First, we categorized the HAR-related sensing modalities into five classes: mechanical kinematic sensing, field-based sensing, wave-based sensing, physiological sensing, and hybrid/others. Specific sensing modalities are then presented in each category, and a thorough description of the sensing tricks and the latest related works were given. We also discussed the strengths and weaknesses of each modality across the categorization so that newcomers could have a better overview of the characteristics of each sensing modality for HAR tasks and choose the proper approaches for their specific application. Finally, we summarized the presented sensing techniques with a comparison concerning selected performance metrics and proposed a few outlooks on the future sensing techniques used for HAR tasks.

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Realtime Indoor Workout Analysis Using Machine Learning & Computer Vision

Cited by 31 publications

References 4 publications

Quarantine during COVID-19 outbreak: Changes in diet and physical activity increase the risk of cardiovascular disease

Quarantine during COVID-19 outbreak: Changes in diet and physical activity increase the risk of cardiovascular disease

COVID-19 pandemic: the effects of quarantine on cardiovascular risk

The State-of-the-Art Sensing Techniques in Human Activity Recognition: A Survey

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