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sensor_fusion-mediapipe-depth_camera's Introduction

Sensor fusion of multiple depth cameras using kalman filters

Table of Contents

Description

Hand detection using Google MediaPipe and multiple depth (stereovision) cameras. Alignment of point clouds; fusion of multiple landmarks using Unscented Kalman Filter.

Prerequisites

  • pip

Installation

After cloning the repo, installing the requirements should suffice.

  • git clone [email protected]:PatrickFrueh/sensor_fusion-mediapipe-depth_camera.git
  • pip install -r requirements.txt
    Depending on your OS pyrealsense2 might need a different approach for the installing process.

Feature Overview

  • Under src/calibration the different methods for stereo camera calibration are displayed. It is suggested to use the 3d/point_clouds approaches, as these have repeatedly shown the best results. The resulting homogenous transformation matrix is used in the following steps.
  • Under src/unscented-kf-fusion an adjusted cvzone_fork.py is used for the hand detection. It is used for the final fusion in fusion.py and fusion-visualization.py.

License

Stanard MIT license

Contact

Surname Name Mail
Frueh Patrick [email protected]

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