The Conference for Machine Learning Innovation

Real, Fake and Deepfake: How Deep Learning Messed up Customer (Re)Identification and How It Will Fix It

Session
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Infos

Deepfakes, a new type of syntetic media where the image of a person is replaced by someone else traits, recently made the headlines in many fraudolent episodes (e.g. financial scams, hoaxes and celebrity revenge videos).

In this talk we will analyse the impact of this powerful technology on a key use case: client identification or re-identification using biometric information (e.g. cameras on mobile devices).

Moreover, we will explore the latest techniques for automatic content creation and forged content detection using Deep Learning techniques (e.g. GANs – Generative Adversarial Neural Nets).

Finally, we will review a recent case study where we employed such techniques to perform liveness check of customers in financial applications.

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This Session originates from the archive of Diese Session stammt aus dem Archiv von MunichMunich . Take me to the program of . Hier geht es zum aktuellen Programm von Munich Munich .

This Session originates from the archive of Diese Session stammt aus dem Archiv von MunichMunich . Take me to the program of . Hier geht es zum aktuellen Programm von Singapore Singapore .

This Session originates from the archive of Diese Session stammt aus dem Archiv von MunichMunich . Take me to the program of . Hier geht es zum aktuellen Programm von Berlin Berlin .

This Session Diese Session originates from the archive of stammt aus dem Archiv von MunichMunich . Take me to the current program of . Hier geht es zum aktuellen Programm von Online Edition Online Edition , Munich Munich , Singapore Singapore or oder Berlin Berlin .

Behind the Tracks