Generating face images based on 3D morphable model
Dominik Sopiak, Miloš Oravec, Jarmila Pavlovičová, Zuzana Bukovčiková, Monika Dittingerova, Alexandra Bilanska, Maria Novotna, Jozef Gontkovic · 2016
In modern days the demand for biometrics increases rapidly. The world still needs to solve many problems and answer to lot of questions regarding to biometrics for creating better solutions for recognition and verification of objects. Biometrics has become really important topic of our security. Number of input samples per person affects recognition in modern algorithms used for face recognition. We can say that single-sample problem is one of the most challenging problems in face recognition. Most of face recognition algorithms requires at least two samples per person but it is very important to create a system where only one sample per person would achieve a good performance. This topic is especially related to passport and id photos because they include only one picture of person. In this paper, we explain process of reconstruction and generating 3D face model created from id or passport photo. We also present our results that shows influence of generated new samples on face recognition.