'In-the-Wild' Audio Deepfake Data

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' or anti-spoof 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 here.

Download the dataset here.

The most interesting deepfake detection models we used in our experiments can be found here:




Samples from the dataset


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