USC Researchers Find Bias in Deepfake Detectors’ Datasets

The advent of deepfakes, which replace a person in a video or photo by likeness of someone else, has sparked concern that the ease of using machine learning tools to create them are readily available to criminals and provocateurs. In response, Amazon, Facebook and Microsoft sponsored the Deepfake Detection Challenge, which resulted in several potential tools. But now, researchers at the University of Southern California found that the datasets used to train some of these detection systems demonstrate racial and gender bias. Continue reading USC Researchers Find Bias in Deepfake Detectors’ Datasets

Big Tech, Academics Launch Deepfake Detection Challenge

A coalition of Big Tech companies and academics have banded together to fight deepfakes. Facebook, Amazon Web Services (AWS), Microsoft, the Partnership on AI, and academics at Cornell Tech, MIT, University of Oxford, UC Berkeley, University of Maryland College Park and the State University of New York at Albany just launched the Deepfake Detection Challenge announced in September. The problem is serious; deepfakes have swindled companies and could sway public opinion during upcoming elections. Continue reading Big Tech, Academics Launch Deepfake Detection Challenge

Big Tech, DARPA Ramp Up Deepfake Research, Detection

Movies and TV shows have combined real and CG images for decades, for the purpose of entertainment. But we’re seeing the rise of deepfakes, which mix fake and real elements in still images or videos with a malignant or harmful aim. Many Big Tech companies that have benefited from letting users post and share photos are now turning their attention to battling deepfakes. According to cybersecurity startup Deeptrace, the number of deepfakes online has nearly doubled to 14,678 from December 2018 to August 2019. Continue reading Big Tech, DARPA Ramp Up Deepfake Research, Detection

Major Tech Firms Are Taking Action to Combat Deepfakes

Ahead of next year’s U.S. Presidential election, social platform Twitter is planning to introduce a new policy that intends to help curb manipulated media including altered videos known as “deepfakes.” Twitter plans to create its first ever such policy regarding deepfakes and will seek feedback from the public in doing so. Meanwhile, Amazon Web Services has joined Facebook, Microsoft and others in the Deepfake Detection Challenge (DFDC) and will serve as a tech partner and committee member helping to oversee the challenge. Continue reading Major Tech Firms Are Taking Action to Combat Deepfakes

Google Offers Deepfakes for Researching Detection Methods

Google, in cooperation with its internal tech incubator Jigsaw, released a large number of deepfakes, which have been added to the FaceForensics benchmark run by the Technical University of Munich and the University of Naples Federico II. The deepfakes will be available for free to researchers developing detection techniques. Previously, Google released text-to-speech models as part of the AVspoof 2019 competition to develop systems to distinguish between real and computer-generated speech. Continue reading Google Offers Deepfakes for Researching Detection Methods