How to Spot a Deepfake

For starters, don't believe everything you see. 

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how to spot a deepfake
Image via Elyse Samuels/The Washington Post via Getty Images

In April 2022, a video supposedly showing actor Tom Cruise jumping over the shoulders of comedian Keegan-Michael Key racked up more than 12 million views on TikTok. This video, however, didn’t actually feature the “Top Gun” star. Rather, this video used deepfake technology to turn an impersonator named Miles Fisher into a digital replica of the movie star. 

@deeptomcruise

When jokes fly over your head 😂✌️@Keegan-Michael Key

♬ origineel geluid – Tom

The term “deepfake” refers to an image or video that was created with the aid of artificial intelligence (AI). GANs (generative adversarial networks, a form of AI) can learn various characteristics of a person in order to synthesize an artificial version. By using this technology, you can create a video that appears to show a person (say, Tom Cruise) performing a stunt (or other action) even though they never did any such thing. This technology can also be used to fabricate an entirely fictional person.

Deepfake technology has advanced and can now create pretty convincing images. So how do you tell what is real and what is fake? How can you spot a deepfake on the internet?

Be Mindful of the Source

As deepfakes get more convincing, the best way to spot them is to look for the original source of the video. The video of Cruise at the top of this article, for instance, was originally posted by @deeptomcruise on TikTok, an account that almost exclusively posts deepfakes. 

Of course, not every source is going to explicitly tell you if a video is fake or not. In some cases, it’s important to think about what the source should be. For example, if you see a video of U.S. President Joe Biden giving a speech, the source of that video should be the White House or a credible news network. If you see a suspicious video of Biden that originated with an anonymous or disreputable account, you may want to think twice about accepting the footage as real. 

Keep an Eye on the Mouth

In many cases, a deepfake will be used to make it seem as if a person said something that they never said. In order to do this, creators will take existing footage of a person talking, swap out the audio, then manipulate the appearance of the person’s mouth in an attempt to make the movements match the new fabricated script. 

In some ways, this can resemble the “talking mouth” sketches from Conan O’Brien’s late night show in the 1990s:

While deepfakes have gotten significantly more advanced than the cheap effects showcased in the Conan sketch, the mouth is still one of the biggest giveaways that a video is a deepfake. 

Check out this video of Russian President Vladimir Putin and keep an eye on his mouth as he talks. 

In addition to his mouth, you can also see how the altered version of Putin on the left is a little less detailed than the genuine footage. There are fewer wrinkles on his skin and the edges of his face seem a little blurry. While this may be easy to tell when viewing these images side-by-side, it can be difficult to determine the authenticity of a deepfake clip when viewing it by itself. This is one of the reasons why you should always look for a source when you’re suspicious of a video clip. 

Mismatched Coloring

As Deepfakes often focus on a person’s face, they can easily overlook other aspects of person’s body. One way to spot a deepfake is to look for a change in skin tone between a person’s face and body. Such a discoloration error was obvious in a poorly done deepfake of Ukrainian President Volodymyr Zelenskyy that was circulated in March 2022:

Face, Person, Human

The proportions of Zelenskyy’s head were also off in the deepfake version of this clip. 

Reverse Image Searches

If you’re skeptical of a piece of footage, one tool that you can use to find out more about the video is a reverse image search engine. For videos, you’ll first have to take a still screenshot of the image before you can perform a reverse image search. Once you have a still from the video, you can upload it to Google Images, Tineye, Yandex, or Bing Images. to investigate the video’s online history. You can learn more about performing reverse image searches in our previous article.

A reverse image search will (hopefully) either show you other places that have posted the video (look for trusted news sources that can provide additional context to the footage) or the original version of the video before it was altered. If your search comes up empty-handed, you can always drop a link to the suspected deepfake video to our tip line and we’ll pick up the investigation

This page is part of an ongoing effort by the Snopes newsroom to teach the public the ins and outs of online fact-checking and, as a result, strengthen people’s media literacy skillsMisinformation is everyone’s problem. The more we can all get involved, the better job we can do combating it. Have a question about how we do what we do? Let us know.

Sources:

“How Easy Is It to Make and Detect a Deepfake?” SEI Blog, https://insights.sei.cmu.edu/blog/how-easy-is-it-to-make-and-detect-a-deepfake/. Accessed 8 June 2022.

How to Spot Deepfake Videos — 15 Signs to Watch For. https://us.norton.com/internetsecurity-emerging-threats-how-to-spot-deepfakes.html. Accessed 8 June 2022.

How to Spot Deepfakes? Look at Light Reflection in the Eyes. https://www.buffalo.edu/news/releases/2021/03/010.html. Accessed 8 June 2022.

“Project Overview ‹ Detect DeepFakes: How to Counteract Misinformation Created by AI.” MIT Media Lab, https://www.media.mit.edu/projects/detect-fakes/overview/. Accessed 8 June 2022.

Sample, Ian. “What Are Deepfakes – and How Can You Spot Them?” The Guardian, 13 Jan. 2020. The Guardian, https://www.theguardian.com/technology/2020/jan/13/what-are-deepfakes-and-how-can-you-spot-them.

“These Faces Are Not Real.” Reuters. graphics.reuters.com, https://graphics.reuters.com/CYBER-DEEPFAKE/ACTIVIST/nmovajgnxpa/. Accessed 8 June 2022.