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best: 299px, max 1 Mb
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Archived Version (as of August 2023 the upload and processing don’t work anymore)

Adversarial.io is an easy-to-use webapp for altering image material, in order to make it machine-unreadable.

It works best with 299 x 299px images that depict one specific object. Examples below.

tabby manipulated to lynx

Adversarial.io currently creates adversarial images against one single image recognition model: Google Inception V.3.

Sometimes even the original image is not recognized correctly, which is based in the failure rate of Inception V.3 of 22%. More recent versions show lower original failure rates.

As Reported In

trashbin

we delete all your data after processing

attachment

we discard your image meta-data

fingerprint

we delete identifying browser data when you leave