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Raspberry Pi based home surveillance

This repository contains the work done for RaspberryPi based surveillance. I followed a great tutorial on motion detection to get started with the code.

Requirements and Dependencies:

  • RaspberryPi 3, and PiCam
  • Ubuntu Mate setup for Raspberry, can be found here
  • Python 2.7, OpenCv
  • Setup of PiCam, can be found here

Procedure:

Here only image processing and motion detection part is summarized.

  • The captured frame is first resized to a custom width and then converted to grayscale.
  • The gaussian smoothing is also applied to remove some noise.
  • The very first frame is assumed as a reference i.e. a static model of the background
  • In order to detect the foreground, absolute difference is taken in between reference frame and every new frame.
  • If there was any motion in curret frame then the absolute difference image would contain intensity difference. This difference is then magnified by using thresholding
  • In last step, OpenCv based countour detection was use to detect the shapes in image. If the detected contour is of a area greater than predefined area then a bounding box was drawn over the countour.

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