Face Recognition using Python Programming

Pubblicato il: 31 ottobre 2024
sul canale di: ToyTech Machines

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In this video, I will show you how to install the face recognition system with spoof detection using a stereo camera.

The system detects fraud attempts, such as when someone uses a photo for authentication.

First, download and install Python 3.10 and the ZED SDK:

Download Python 3.10 - https://www.python.org/downloads
Download ZED SDK - https://www.stereolabs.com/en-sg/deve...

Next, download the source code drive.google.com/file/d/1v956QZRMJ6oCwT9FEleJcCCycZJU9Cra/view.

The zip file contains three Python scripts and an installation guide.

Run the scripts in the following order:

1. face_capture.py
The face_capture.py script captures multiple images of a person's face using the ZED camera and saves them to a folder named after the person, to build a dataset for encoding.

2. encode_faces.py
The encode_faces.py script generates and saves unique face encodings from captured images, preparing them for recognition in the main program.

3. main.py
The main.py script performs real-time face recognition and spoof detection using the ZED camera by comparing captured faces with pre-encoded face data and checking depth information.

If everything is successful, a window will pop up for face recognition.

Feel free to tweak it to suit your needs!

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