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Image recognition technology may be sophisticated, but it is also easily duped. Researchers have fooled algorithms into confusing two skiers for a dog, a baseball for espresso, and a turtle for a rifle. But a new method of deceiving the machines is simple and far-reaching, involving just a humble sticker.
Google researchers developed a psychedelic sticker that, when placed in an unrelated image, tricks deep learning systems into classifying the image as a toaster. According to a recently submitted research paper about the attack, this adversarial patch is "scene-independent," meaning someone could deploy it "without prior knowledge of the lighting conditions, camera angle, type of classifier being attacked, or even the other items within the scene." It's also easily accessible, given it can be shared and printed from the internet.
(Score: 2) by sgleysti on Thursday January 11 2018, @03:11AM (1 child)
They demonstrate a general method to create a patch that will trick a classification algorithm, but any patch created by this method is only likely to work against the algorithm it was designed to trick. Furthermore, they had better success when they used knowledge of the inner workings of the classification algorithm to design the patch. They still had fair success when only using the classification algorithm as a black box to design the patch.
(Score: 1) by khallow on Thursday January 11 2018, @04:25AM