Face-api.js: Liveness Detection

[GL-RuiLa]

Hi,

I am working on an internal room check-in system using this API. The detection speed and accuracy looks great. But there is a problem that people can use pictures on their phone or printed paper to unlock the door. I am wondering if there is any liveness detection (anti-spoofing) model we can integrate to make this API better. Thanks

Rio

[nathany]

Also interested in liveness detection.

One aspect of that could be blink detection, see #176.

[leandrojo]

Also interested! Something like that!
http://cvlab.cse.msu.edu/project-face-anti.html

[nathany]

An article on one type of liveness detection using a convolutional neural network: https://www.pyimagesearch.com/2019/03/11/liveness-detection-with-opencv/

[guinaldi]

Also Interested!

[Bajajar]

I would love to see Vincent @justadudewhohacks implements some kind like this https://github.com/richmondu/libfaceid

[ScottDellinger]

This is likely my #1 request for this fantastic library.

[ariffromeo]

I have converted liveness keras model from https://www.pyimagesearch.com/2019/03/11/liveness-detection-with-opencv/ into tensorflowjs json model. anyone know how can i use this converted model in this library?

[msvargas]

New open source solution: https://github.com/SoftwareGift/FeatherNets_Face-Anti-spoofing-Attack-Detection-Challenge-CVPR2019

international download link model

Testing code

Output:

./images/fake.jpg: FAKE!
./images/real.jpg: REAL

[ankitnamdeo34]

An article on one type of liveness detection using a convolutional neural network: https://www.pyimagesearch.com/2019/03/11/liveness-detection-with-opencv/

I tried that but the accuracy of the model is very poor.

[startupgurukul]

Landmarks, specifically for eyes, changes in difference of distance between upper eye points and lower eyes points

We tried to use the same for fatigue detection but sadly eyes closed, it wasn't perfoming well for Indians faces so had to move to a different solution.

Summarizing, record a video run face-api notice how distances are changing, disproportionately compared to other landmarks, they are alive if not it's something static which may be moving around as a whole

[Cheyenne55]

Hello there,

Just wanted to suggest a direction on how to do this.

There's a company which I won't disclose the name, who does the liveness detection based on the realness of the skin of the person.

While capturing the video input, several screens of different colors are quickly displayed on the screen. The algorithm analyses the reflection of light on the skin and determines if it's real or not.

Chey

[sundar505]

I want code example for checking face liveness.