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[ARTICLE · art-89411] src=sandbox.norecognition.org ↗ pub= topic=computer-vision verified=true sentiment=· neutral

NoRecognition: AI Adversarial Clothing

NoRecognition, a project presented at Black Hat and DEF CON, is launching a limited drop of AI adversarial clothing designed to evade computer vision systems, with 50 pieces of each of four items (tee, hoodie, buff, and one-of-one) available on a first-come, first-served basis via Kickstarter. The patterns are scored against 11 production computer vision models, including vehicle and person detectors, with 31.7 million tests run and 5.7 million labeled results, and the method is public. The project claims to be the first to publish test results for anti-surveillance clothing, with patterns held out from 30 test wearers and results that went against them also disclosed.

read2 min views1 publishedAug 9, 2026
NoRecognition: AI Adversarial Clothing
Image: source

Extremely limited drop · First come, first served

A year of research becomes something you can wear. Presented on stage at Black Hat and DEF CON, and dropping at the same moment.

-- Days

-- Hours

-- Minutes

-- Seconds

Get notified on No obligation. Notified backers get in before the limited tiers are gone.

A small run, and then it is gone. #

Every piece is made to order and the limited tiers are capped. When they are taken, they are taken. There is no restock of a one of one.

Tee

The everyday piece. Torso coverage is the surface we have tested hardest.

Hoodie

Maximum coverage. The most pattern we can put on a person.

Buff

Small, loud, and the one people ask about. Neck gaiter, headband, or pulled up.

One of one

A pattern generated for a single person, validated, and never released, shown, or printed for anyone else. If the vendors ever train against our public prints, yours was never in the dataset.

50 of each. That is the whole run.## Everyone else asks you to trust them.

There is a whole category of anti surveillance clothing now, and almost none of it publishes a single test result. Every pattern here is scored before it ships, and the method is public.

Measured Scored against eleven production computer vision models, including the vehicle and person detector running on tens of thousands of American streets.

Controlled A pattern has to beat a plain panel of the same size. A big print that simply covers you does not count.

Held out Scored on thirty test wearers that were never used to build it.

Honest We publish the results that went against us too.

31.7M

Tests run

11

Production models

5.7M

Labeled results

1 year

Of research

The patterns stay private. The proof does not. #

What ships has never been released, shown, or printed anywhere. Get on the list and you are first through the door.

Get notified on

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