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FYP - Human Following Robot

This repository contains code for the detecting and tracking of humans in order to obtain their depth information using a Kinect-One sensor.

Created and tested in Ubuntu 16.04 with Ros Kinetic.

Three main methods were employed for detecting humans and objects:

  • Object Detection using HSV and RGB Color Models
  • Human Detection using Histogram of Oriented Gradients (HOG) with Support Vector Machines (SVM)
  • Human Detection using Convoluted Neural Networks (YOLO), a state-of-the-art, real-time object detection system.

Tracking:

  • Tracking was employed using Mean Shift Tracking algorithm using the Bhattacharyya Distance and a simple linear Kalman Filter. Both these tracking methods were employed using their existing OpenCV packages.

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