37 citations · 72 across the 5 of their papers we have counts for
5 papers
Deep Learning in the Field of Biometric Template Protection: An Overview
Christian Rathgeb, Jascha Kolberg, Andreas Uhl +1
Today, deep learning represents the most popular and successful form of machine learning. Deep learning has revolutionised the field of pattern recognition, including biometric rec…
GAN pretraining for deep convolutional autoencoders applied to Software-based Fingerprint Presentation Attack Detection
Tobias Rohrer, Jascha Kolberg
The need for reliable systems to determine fingerprint presentation attacks grows with the rising use of the fingerprint for authentication. This work presents a new approach to si…
On the Generalisation Capabilities of Fingerprint Presentation Attack Detection Methods in the Short Wave Infrared Domain
Jascha Kolberg, Marta Gomez-Barrero, Christoph Busch
Nowadays, fingerprint-based biometric recognition systems are becoming increasingly popular. However, in spite of their numerous advantages, biometric capture devices are usually e…
Anomaly Detection with Convolutional Autoencoders for Fingerprint Presentation Attack Detection
Jascha Kolberg, Marcel Grimmer, Marta Gomez-Barrero +1
In recent years, the popularity of fingerprint-based biometric authentication systems significantly increased. However, together with many advantages, biometric systems are still v…
Homomorphic Encryption for Speaker Recognition: Protection of Biometric Templates and Vendor Model Parameters
Andreas Nautsch, Sergey Isadskiy, Jascha Kolberg +2
Data privacy is crucial when dealing with biometric data. Accounting for the latest European data privacy regulation and payment service directive, biometric template protection is…