Face-is-the-Key

Description

Encrypt and Decrypt Files using Face Recognition.

TODO List

1. Use Caffe Model for Face Detection
2. Use OpenFace pretrained models for Face Recognition
3. Create a class to encrypt and decrypt files
4. Train SVM for classification
5. Combine all the different classes
6. Develop training scripts for Face Detection
7. Develop training scripts to create embeddings - ArcFace, VarGFaceNet
8. Safely store the Key

Usage

Create Database

Store a few images of the user in ./dataset/user folder

cd dataset
cd user

Store a few images of random people in ./dataset/unknown folder

cd ..
cd unknown

Create Embeddings To create embeddings for the user, run the following command -

python face_detection.py

This will store the embeddings in the pickle folder

Train Classification Model To train the SVM classification model, run the following command -

python model.py

Encrypt and Decrypt Files To encrypt files -

python main.py -f [FILE PATH] -m encrypt

To decrypt files -

python main.py -f [FILE NAME] -m decrypt

The face of the user will be recognized using the webcam. If the user is matched, the file will be decrypted.

References

1. https://www.pyimagesearch.com/2018/09/24/opencv-face-recognition/
2. https://arxiv.org/abs/1503.03832
3. https://github.com/deepinsight/insightface
4. https://github.com/cmusatyalab/openface
5. https://www.youtube.com/watch?v=UB2VX4vNUa0
6. https://arxiv.org/abs/1910.04985