noRecognition beats 11 camera detectors

noRecognition says its clothing and vehicle patterns defeated 11 production computer-vision models after 31.7 million tests, then kept a wrapped car from triggering detection in a public Def Con trial. The project’s published scorecard says patterns are tested against plain panels and 30 held-out wearers, while TechCrunch’s account of the demonstration reports that the system targets detection alerts rather than the underlying video and that the wheels remained a challenge. Teams building camera products should read the result beside the case for treating derived visual memory as surveillance: a detector that works on ordinary imagery still needs adversarial-garment tests, fallback review, and a policy for footage its alerting layer never surfaces.