Sitting Posture Detection System Based on Keras Framework

Peng Yang, Zhirong Peng, Wu-Long Wang
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Abstract

Aiming at a low-power embedded real-time sitting posture detection system, a real-time sitting posture detection system based on deep learning is designed. The system obtains the pressure of the sitting posture of the human body through a thin-film pressure sensor and the human body pressure in different sitting postures is collected and analyzed, and an analysis model is established under the Keras framework. Burn the model into STM32 through cubemax to realize real-time collection, analysis and detection of human sitting posture. Finally, the communication between the STM32 and the Android application is realized through the MQTT protocol, which realizes the real-time detection and discrimination of the sitting posture and gives the relevant sitting posture correction prompts.
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基于Keras框架的坐姿检测系统
针对低功耗嵌入式实时坐姿检测系统,设计了一种基于深度学习的实时坐姿检测系统。该系统通过薄膜压力传感器获取人体坐姿的压力,对不同坐姿下的人体压力进行采集和分析,并在Keras框架下建立分析模型。通过cubemax将模型刻录到STM32中,实现人体坐姿的实时采集、分析和检测。最后,通过MQTT协议实现STM32与Android应用之间的通信,实现坐姿的实时检测和判别,并给出相应的坐姿纠正提示。
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