FaceSimilarity

• Data Preprocessing, Data Augmentation , Modelling and Training is explained in IPython Notebook

Dependencies

• Please follow requirements.txt. Pre-trained models have strict version dependencies on numpy and keras

Deliverables

1. Use 'predict.py' to get similarity score and binary result of whether two inputs are similar or nor.

• Command Structure: python predict.py image1_path image2_path model_path

• Example Command: python predict.py test_images/Dean_Barkley_0001.jpg test_images/Dean_Barkley_0002.jpg checkpoints/model.15.hd5

Note:

• Face-Alignment Model and Facenet(Feature-Extraction Model) have been imported with pretrained weights. Sources are mentioned in References

Refrences

• FaceNet: A Unified Embedding for Face Recognition and Clustering : https://arxiv.org/abs/1503.03832.
• https://github.com/davidsandberg/facenet
• https://github.com/sainimohit23/FaceNet-Real-Time-face-recognition