Face Recognition and more with KERAS

Keras implementation of the paper: FaceNet: A Unified Embedding for Face Recognition and Clusterin

• Dataset:

  • CelebA Dataset
  • Link for downloading face images: img_align_celeba

• Dependencies

  • Keras 2 (tensorflow backend)
  • open-cv
  • tqdm
  • pandas

• Model

  • Feature extractor model: Xception
  • Embedding model: FaceNet

  

• Loss

  Triplet Loss with cosine similarity

  

  Where f_i is the embedding vector of image i

• [x] Recognize celebrities with trained FaceNet model
• [x] Find out your Doppelgänger
• [ ] Beauty test