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Adversarial Pattern Shirts Confound Object Detection Systems

Computers are getting way too good at identifying us (systems in China are taking masks into account).


(Bright adversarial pattern shirt)

It turns out, confounding software into not realizing what it's looking at is a matter of fooling several different smaller systems at once.

Think about a person, for example. Now think of a person who looks nothing like that. And now do it again. Humanity, after all, contains multitudes, and a person can have many different appearances. A machine learning system needs to understand the diverse array of different inputs that, put together, mean "person." A nose by itself won't do it; an eye alone will not suffice; anything could have a mouth. But put dozens or hundreds of those priors together, and you've got enough for an object detector.

Code does not "think" in terms of facial features, the way a human does, but it does look for and classify features in its own way. To foil it, the "cloaks" need to interfere with most or all of those priors. Simply obscuring some of them is not enough. Facial recognition systems used in China, for example, have been trained to identify people who are wearing medical masks while trying to prevent the spread of COVID-19 or other illnesses.

And of course, to make the task even more challenging, different object detection frameworks all use different mechanisms to detect people, Goldstein explained. "We have different cloaks that are designed for different kinds of detectors, and they transfer across detectors, and so a cloak designed for one detector might also work on another detector," he said.

Science fiction writer Philip K. Dick, in his 1977 novel A Scanner Darkly, described a scramble suit, a device that enables the wearer to defy description, both in person and in surveillance videos:


(Explanatory Scramble suit video from the movie version)

The scramble suit was an invention of the Bell laboratories, conjured up by accident by an employee named S. A. Powers... Basically, his design consisted of a multifaceted quartz lens hooked up to a million and a half physiognomic fraction-representations of various people: men and women, children, with every variant encoded and then projected outward in all directions equally onto a superthin shroudlike membrane large enough to fit around an average human.
(Read more about Philip K. Dick's scramble suit)

I love this story, take a look at similar instances:

  - Let's Hear It For The Vague Blur!
  - Face Recognition Now Sees Through Disguises
  - HyperFace Aims To Foil Facial Recognition
  - Camouflage To Confound Face Recognition
  - RealFace Glamoflage T-Shirt Like PKD's Scramble Suit
  - CV Dazzle Anti-Surveillance Make-Up
  - Project KOVR Fashion Protection From Infosphere
  - Deep Learning Creates New Faces

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