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
Join the ML Revolution!
Register until March 5:
✓ML Intro Day for free
✓Save up to 500 €
✓10 % Team Discount
Register Now
Join the ML Revolution!
Register until March 5:
✓ML Intro Day for free
✓Save up to 500 €
✓10 % Team Discount
Register Now
Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now
Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now

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.

Take me to the full program of Zum vollständigen Programm von Munich Munich .

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Berlin Berlin .

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich program. Take me to the program of . Hier geht es zum Programm von Singapore Singapore .

This Session Diese Session belongs to the gehört zum Programm von MunichMunich program. Take me to the current program of . Hier geht es zum aktuellen Programm von Munich Munich , Berlin Berlin or oder Singapore Singapore .

Behind the Tracks