User authentication using face verification
When it comes to security user experience usually suffers. Remembering passwords or carrying keycards around the office is cumbersome. This often leads to people by-passing the security measures. We wanted a secure and easy way to authenticate our workers to our back-office software system.
We have implemented a triplet loss algorithm on top of a deep convolutional neural network. We have first pretrained the model on a large set of publicly available face images and then applied transfer learning technique to fine-tune the model to our specific use-case.
We have created face verification system using Deep Learning techniques.