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Unlike a true deepfake video, the results from a single or small number of images end up fudging fine details. It then applies what it's learned to a single still or a small handful of pics to produce a reasonably realistic video clip. The system starts with a lengthy "meta-learning stage" in which it watches lots of videos to learn how human faces move. The Samsung system uses a trick that seems inspired by Alexander Graham Bell's famous quote about preparation being the key to success. Because so many photos of an individual were needed, deepfake targets have usually been public figures, such as celebrities and politicians.
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Usually, a synthesized talking head requires you to train an artificial intelligence system on a large data set of images of a single person. The paper was accompanied by a video showing off the team's creations, which also happened to be scored with a disconcertingly chill-vibes soundtrack. "Such ability has practical applications for telepresence, including videoconferencing and multi-player games, as well as special effects industry," they wrote. The researchers saw their breakthrough being used in a host of applications, including video games, film and TV. The word "neural" is a nod to neural networks, a type of machine learning that mimics the human brain.
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In its paper, Samsung's AI lab dubbed its creations "realistic neural talking heads." The term "talking heads" refers to the genre of video the system can create it's similar to those video boxes of pundits you see on TV news. But deepfake technology can also be insidious, such as when it's used to graft an unsuspecting person's face into explicit adult movies, a technique sometimes used in revenge porn.ĭeepfake videos usually require a big data set of images to fabricate a fake video of someone, but an artificial intelligence system developed by Samsung created a fake clip from a single picture. The technology has made possible an entire genre of memes, including one in which Nicolas Cage's face is placed into movies and TV shows he wasn't in. Lots of deepfakes, like the one animating the Mona Lisa, are harmless fun. Think of them as photo-realistic digital puppets. Though computer manipulation of video has existed for decades, deepfake systems have made doctored clips not only easier to create but also harder to detect.
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Like Photoshop for video on steroids, deepfake software produces forgeries by using machine learning to convincingly fabricate a moving, speaking human. leading to the creation of multimedia content that will eventually be indistinguishable from the real thing." Even though Samsung's process can create visual glitches, "these results are another step in the evolution of techniques. "Following the trend of the past year, this and related techniques require less and less data and are generating more and more sophisticated and compelling content," Farid said. When even a crudely doctored video of US Speaker of the House Nancy Pelosi can go viral on social media, deepfakes raise worries that their sophistication would make mass deception easier, since deepfakes are harder to debunk. Here's the downside: These kinds of techniques and their rapid development also create risks of misinformation, election tampering and fraud, according to Hany Farid, a Dartmouth researcher who specializes in media forensics to root out deepfakes.
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A Samsung artificial intelligence lab in Russia developed the technology, which was detailed in a paper earlier this week. The Mona Lisa, which exists solely as a single still image, is animated in three different clips to demonstrate the new technology. The technology, of course, can be used for fun, like bringing a classic portrait to life. Now Samsung has developed a new artificial intelligence system that can generate a fake clip by feeding it as little as one photo. Software for creating deepfakes - fabricated clips that make people appear to do or say things they never did - usually requires big data sets of images in order to create a realistic forgery.
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The bad guys don't have their hands on that tech yet, but Samsung has figured out how to make it happen. Imagine someone creating a deepfake video of you simply by stealing your Facebook profile pic. Artificial intelligence developed by a Samsung lab in Russia can fabricate video from a single image, including a painting.