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You are at:Home » Can You Tell If These Faces Are AI-Generated? Experts Are Stumped!
Can You Tell If These Faces Are AI Generated Experts Are
Science March 11, 2026

Can You Tell If These Faces Are AI-Generated? Experts Are Stumped!

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According to a new study by researchers at UNSW Sydney and Australian National University (ANU), many individuals exhibit overconfidence in identifying AI-generated faces.

The research, published in the British Journal of Psychology, involved 125 participants, including 36 “super-recognizers” and 89 control participants.

Super-recognizers, a unique group constituting 1 to 2 percent of the population, possess an exceptional memory for faces. They can recognize individuals they’ve met briefly years ago, identify familiar faces even after significant changes in appearance, and pick out background actors in films and TV shows that others typically overlook.

During an online assessment, both super-recognizers and control participants were tasked with determining whether a series of faces were real or AI-generated.

“We aimed to explore whether super-recognizers are adept at detecting AI-generated faces,” says Dr. James Dunn, a researcher at UNSW School of Psychology, in an interview with BBC Science Focus.

The outcome? Yes, they did perform better, but only marginally compared to controls, who themselves operated just above chance. Control participants averaged 50.7% accuracy, while super-recognizers achieved 57.3%.

The researchers were surprised to find the slight impact of being a super-recognizer on AI face detection abilities.

In fact, some control participants outshone super-recognizers, indicating the potential existence of “super AI face detectors” with specialized capabilities for identifying artificial faces.

In this facial recognition test reproduction, six faces are real and six are AI-generated. Can you discern the difference? The answer is at the end. – Image credit: UNSW Sydney/Adobe Stock Images

However, one consistent finding among all participants was their overconfidence in their abilities, even when results indicated otherwise.

Researchers caution that such overconfidence could make individuals more susceptible to fraud and false identities on social media, dating platforms, and professional networks.

While AI-generated images previously featured quirky distortions—like extra limbs and mismatched backgrounds—advancements in technology have now made them nearly indistinguishable from real images.

So, how can you enhance your AI recognition skills?

“Ironically, cutting-edge AI is often misidentified not by its mistakes but by its uncanny ability to appear almost perfect,” stated Dr. Amy Dowell, a psychologist at ANU. “Rather than displaying obvious flaws, it tends to conform to averages, exuding symmetry, proportion, and statistical typicality.

“It truly seems too good to be true.”

Do you think you can improve your skills? Participate in a demo of the recognition test here.

For the image above: Surfaces 2, 3, 5, 8, 9, and 11 are AI-generated.

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Source: www.sciencefocus.com

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