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human-activity-recognition-using-mobile-sensor-data's Introduction

Human-Activity-Recognition-using-Mobile-Sensors-Data

Human Actvity Recognition using mobile Sensors data is a research based project to build a model/system using RCNN-LSTM to detect realtime human activity using mobile's motion sensors data like Accelerometer and Gyroscope.

Our Machine Learning Model

On Device "Offline" Human Activity Detection Model...

Sensors Data to Image

If the 3-axes of the human motion model are considered as the 3 channels of a RGB image, the value of the XYZ axial data can be mapped into the value of the RGB channel data in a RGB image respectively. Namely, each 3-axial data can be converted into an RGB pixel. The 400 pieces of 3-axial data cached in the sliding window can be viewed as a bitmap with size of 20 or 20 pixels.

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Requirements

  • python3
  • tensorflow: >=2.0.0
  • numpy
  • pandas
  • matplotlib

Dataset

Sensors Data graph

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Accuracy

Max Training Accuracy: 92.405%
Max Testing Accuracy: 96.94%

human-activity-recognition-using-mobile-sensor-data's People

Contributors

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