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DS482 Face Recognition - Adversial Examples as Privacy Defenses
Team 7
Carla Franzone
Rivka Ziegler
Judith Goldberg
Eitan Greenberg
Elay Sason
Jonas Raedler
File Structure
The actual AI system can be found in the vgg_face2_transfer_learning notebook.
The audit part can be found in the vgg_face2_adversarial_examples notebook.
The cloaking process can be found in the cloak notebook
extract_faces.py takes the images from the original Kaggle dataset (linked in the notebook) and extracts the face from the image. These extraced faces for all 17 celebrities are stored in the celebrity_faces_cropped_dataset folder
The folder vgg_face_17_celebs contains the saved model after re-training
The folder vgg_face_adversarial contains the saved model after re-training with adversarial examples