'In-the-Wild' Dataset

We present a dataset of audio deepfakes (and corresponding benign audio) for a set of politicians and other public figures, collected from publicly available sources such as social networks and video streaming platforms. For n = 58 celebrities and politicians, we collect both bona-fide and spoofed audio. In total, we collect 20.8 hours of bona-fide and 17.2 hours of spoofed audio. On average, there are 23 minutes of bona-fide and 18 minutes of spoofed audio per speaker.

The dataset is intended to be used for evaluating deepfake detection and voice anti-spoofing machine-learning models. It is especially useful to judge a model's capability to generalize to realistic, in-the-wild audio samples. Find more information in our paper, and download the dataset here.

The most interesting deepfake detection models we used in our experiments are open-source on GitHub:

This dataset and the associated documentation are licensed under the Apache License, Version 2.0.

How to cite:
@article{muller2022does,
  title={Does audio deepfake detection generalize?},
  author={M{\"u}ller, Nicolas M and Czempin, Pavel and Dieckmann, Franziska and Froghyar, Adam and B{\"o}ttinger, Konstantin},
  journal={Interspeech},
  year={2022}
}
                
Examples:
2Pac
bona-fide
spoof
Adam Driver
bona-fide
spoof
Alan Watts
bona-fide
spoof
Alec Guinness
bona-fide
spoof
Alexandria Ocasio-Cortez
bona-fide
spoof
Arnold Schwarzenegger
bona-fide
spoof
Ayn Rand
bona-fide
spoof
Barack Obama
bona-fide
spoof
Bernie Sanders
bona-fide
spoof
Bill Burr
bona-fide
spoof
Bill Clinton
bona-fide
spoof
Billie Eilish
bona-fide
spoof
Bob Ross
bona-fide
spoof
Boris Johnson
bona-fide
spoof
Calvin Coolidge
bona-fide
spoof
Christopher Hitchens
bona-fide
spoof
Dave Chappelle
bona-fide
spoof
Donald Trump
bona-fide
spoof
Dwight Eisenhower
bona-fide
spoof
FDR
bona-fide
spoof
Frank Sinatra
bona-fide
spoof
George Carlin
bona-fide
spoof
George W. Bush
bona-fide
spoof
Gilbert Gottfried
bona-fide
spoof
Harry Truman
bona-fide
spoof
JFK
bona-fide
spoof
Jeff Goldblum
bona-fide
spoof
Jerry Seinfeld
bona-fide
spoof
Jimmy Carter
bona-fide
spoof
John Cleese
bona-fide
spoof
Kamala Harris
bona-fide
spoof
Kanye West
bona-fide
spoof
Louis C.K.
bona-fide
spoof
Louis Farrakhan
bona-fide
spoof
Lyndon Johnson
bona-fide
spoof
Malcolm X
bona-fide
spoof
Mark Zuckerberg
bona-fide
spoof
Martin Luther King
bona-fide
spoof
Milton Friedman
bona-fide
spoof
Mitch Hedberg
bona-fide
spoof
Mr. Rogers
bona-fide
spoof
Nelson Mandela
bona-fide
spoof
Nick Offerman
bona-fide
spoof
Norm MacDonald
bona-fide
spoof
Orson Welles
bona-fide
spoof
Queen Elizabeth II
bona-fide
spoof
Richard Nixon
bona-fide
spoof
Robert Kardashian
bona-fide
spoof
Ronald Reagan
bona-fide
spoof
Scarlett Johansson
bona-fide
spoof
The Notorious B.I.G.
bona-fide
spoof
Tucker Carlson
bona-fide
spoof
William F. Buckley
bona-fide
spoof
Winston Churchill
bona-fide
spoof