论文标题
Surya Namaskar:实时高级瑜伽姿势识别和智能医疗保健的更正
Surya Namaskar: real-time advanced yoga pose recognition and correction for smart healthcare
论文作者
论文摘要
如今,瑜伽因现代生活方式的压力增加而引起了全世界的关注,并且学习瑜伽有很多方法或资源。瑜伽一词意味着思想和身体之间的深厚联系。如今,有大量的医学和科学证据表明,我们大脑活动的基本面,我们的化学甚至可以通过练习不同的瑜伽系统来改变我们的化学。 Suryanamaskar,也被称为“向太阳致敬”,是一种瑜伽练习,结合了八种不同形式和12个体式(4个Asana重复),专门介绍了印度太阳神Surya。 Suryanamaskar提供了许多健康益处,例如增强肌肉和帮助控制血糖水平。在这里,MediaPipe库用于分析Surya Namaskar的情况。通过高级软件实时检测到站立,因为一个人在相机前表演了Surya Namaskar。班级分隔器将该形式识别为以下一个:pranamasana,hasta padasana,hasta uttanasana,ashwa-桑切拉·阿萨纳(Sanchalan Asana),阿什塔加·纳马斯卡(Ashtanga Namaskar),丹达萨娜(Dandasana)或bhujangasana和svanasana。基于深度学习的技术(CNN)用于开发该模型,模型精度为98.68%,精度得分为0.75,以检测正确的瑜伽(Surya Namaskar)姿势。使用此方法,用户可以练习所需的姿势,并可以检查该人所做的姿势是否正确。这将有助于正确地完成Surya Namaskar的所有不同姿势,并提高瑜伽从业者的效率。本文描述了将在模型中实现的整个框架。
Nowadays, yoga has gained worldwide attention because of increasing levels of stress in the modern way of life, and there are many ways or resources to learn yoga. The word yoga means a deep connection between the mind and body. Today there is substantial Medical and scientific evidence to show that the very fundamentals of the activity of our brain, our chemistry even our genetic content can be changed by practicing different systems of yoga. Suryanamaskar, also known as salute to the sun, is a yoga practice that combines eight different forms and 12 asanas(4 asana get repeated) devoted to the Hindu Sun God, Surya. Suryanamaskar offers a number of health benefits such as strengthening muscles and helping to control blood sugar levels. Here the Mediapipe Library is used to analyze Surya namaskar situations. Standing is detected in real time with advanced software, as one performs Surya namaskar in front of the camera. The class divider identifies the form as one of the following: Pranamasana, Hasta Padasana, Hasta Uttanasana, Ashwa - Sanchalan asana, Ashtanga Namaskar, Dandasana, or Bhujangasana and Svanasana. Deep learning-based techniques(CNN) are used to develop this model with model accuracy of 98.68 percent and an accuracy score of 0.75 to detect correct yoga (Surya Namaskar ) posture. With this method, the users can practice the desired pose and can check if the pose that the person is doing is correct or not. It will help in doing all the different poses of surya namaskar correctly and increase the efficiency of the yoga practitioner. This paper describes the whole framework which is to be implemented in the model.