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.

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