Ikomia Use Case: Facial Landmark Detection using OpenCV

Published by Guillaume Demarcq on

Ikomia Use Case: Facial Landmark Detection using OpenCV

– 5 min read –

Facial Landmark Detection is an important task in many applications such as emotion recognition in marketing, drowsiness detection in automotive or automatic facial makeup.

Today, we will explain how to detect facial landmarks in your images or videos using the Ikomia software and OpenCV.  For a good introduction on facial landmark detection using OpenCV, we invite you to read this post from LearnOpenCV (Satya Mallick):

Facemark : Facial Landmark Detection using OpenCV

Well, wouldn’t be cool to reproduce these results with no-code on your own images or videos? Of course, YES! This is exactly the purpose of Ikomia and this is how it works. First we need to detect faces in your images/videos. Then we need to detect facial landmarks for each face.

Face Detection

How can we easily detect faces? One could use a cascade classifier, it’s fast and lightweight, or one could also use a deep learning based approach.

We choose to use a deep learning method since OpenCV already provides some pre-trained model, see PyImageSearch (Adrian Rosebrock) for a more detailed explanation:

Face detection with OpenCV and deep learning

In Ikomia, you just login into the software

Then, you open the Ikomia Store, search for “face” and download the plugin “Face Detector”

Right now, your plugin is installed in your process library, close the store and use your new face detector on your images/videos like this

Then you can use the Workflow creator to play with your plugin’s parameters.

 

Facial Landmark Detection

Once we have a Face detector, we can now detect facial landmarks on all detected faces. In Ikomia, open the Ikomia Store and download the “Facemark LBF” algorithm as described above. Then you just apply the algorithm after the “Face Detector” and that’s it!

If you want to play with your facial landmarks detector on your video or stream, it’s pretty the same, just look at this video:

Finally, one must know that all plugins developed by Ikomia are Open Source:

Thanks for reading this post, we hope that you will enjoy your Ikomia experience!


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