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Can data poisoning thwart face recognition systems?

  • August 4, 2020August 4, 2020
  • by Andy

Application of data poisoning for ML face recognition systems. Interesting approach. Could this be practically scaled for seamless use by everyone?

Fawkes isn’t intended to keep a facial recognition system like Facebook’s from recognizing someone in a single photo. It’s trying to more broadly corrupt facial recognition systems, performing an algorithmic attack called data poisoning. The researchers said that, ideally, people would start cloaking all the images they uploaded. That would mean a company like Clearview that scrapes those photos wouldn’t be able to create a functioning database, because an unidentified photo of you from the real world wouldn’t match the template of you that Clearview would have built over time from your online photos.

https://www.nytimes.com/2020/08/03/technology/fawkes-tool-protects-photos-from-facial-recognition.html

However, is it already too late to do via technical means and only legislation can regulate this?

But Clearview’s chief executive, Hoan Ton-That, ran a version of my Facebook experiment on the Clearview app and said the technology did not interfere with his system. In fact, he said, his company could use images cloaked by Fawkes to improve its ability to make sense of altered images. “There are billions of unmodified photos on the internet, all on different domain names,” Mr. Ton-That said. “In practice, it’s almost certainly too late to perfect a technology like Fawkes and deploy it at scale.”

https://www.nytimes.com/2020/08/03/technology/fawkes-tool-protects-photos-from-facial-recognition.html
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Andrew Breen is a partner at The Buy Build Fund and the principal of Assert Digital Ventures where he acquires & invests in small, cash flow positive digital businesses with growth potential. He uses his years of digital product experience to expand the market. Currently focused on health & wellness, Andrew has grown ADV’s acquisitions significantly to date. In addition, Andrew advises leading companies from startups, investors to Fortune 1000 companies on digital products and transformation. Known for his deep knowledge of the Lean framework, Andrew has significantly restructured the digital products, processes and culture of a range of companies. He is an adjunct professor at both NYU's Stern School of Business and Courant (CS) Institute teaching on a range of tech product management and innovation topics. He is contributing author on two books on tech product and cultural topics.

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