activity
20182021
most citedWaveFake: A Data Set to Facilitate Audio Deepfake Detection

45 citations · 61 across the 2 of their papers we have counts for

collaborators

6 papers

cs.LG202145 cited

WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Joel Frank, Lea Schönherr

Deep generative modeling has the potential to cause significant harm to society. Recognizing this threat, a magnitude of research into detecting so-called "Deepfakes" has emerged.…

cs.CR2021

Dompteur: Taming Audio Adversarial Examples

Thorsten Eisenhofer, Lea Schönherr, Joel Frank +3

Adversarial examples seem to be inevitable. These specifically crafted inputs allow attackers to arbitrarily manipulate machine learning systems. Even worse, they often seem harmle…

cs.CR202016 cited

Unacceptable, where is my privacy? Exploring Accidental Triggers of Smart Speakers

Lea Schönherr, Maximilian Golla, Thorsten Eisenhofer +3

Voice assistants like Amazon's Alexa, Google's Assistant, or Apple's Siri, have become the primary (voice) interface in smart speakers that can be found in millions of households.…

cs.CV2020

Leveraging Frequency Analysis for Deep Fake Image Recognition

Joel Frank, Thorsten Eisenhofer, Lea Schönherr +3

Deep neural networks can generate images that are astonishingly realistic, so much so that it is often hard for humans to distinguish them from actual photos. These achievements ha…

cs.CR2019

Imperio: Robust Over-the-Air Adversarial Examples for Automatic Speech Recognition Systems

Lea Schönherr, Thorsten Eisenhofer, Steffen Zeiler +2

Automatic speech recognition (ASR) systems can be fooled via targeted adversarial examples, which induce the ASR to produce arbitrary transcriptions in response to altered audio si…

cs.CR2018

Adversarial Attacks Against Automatic Speech Recognition Systems via Psychoacoustic Hiding

Lea Schönherr, Katharina Kohls, Steffen Zeiler +2

Voice interfaces are becoming accepted widely as input methods for a diverse set of devices. This development is driven by rapid improvements in automatic speech recognition (ASR),…