To run this:

• pip3 install -r requirements.txt
• To detect contour of the the image thumbs_up_down.jpg using 225 value of binary threshold conversion:

  python contour-detector.py thumbs_up_down.jpg 225
  

• For live detection, consider using live-contour-detector.py script.