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Citation/rewording of sentences about privacy advocates warning about racial profiling enabled by Flock cameras.
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The patent shows that Flock's technology is designed to create comprehensive profiles that can track individuals across multiple camera locations by matching physical characteristics. While Flock publicly markets its products as ''"license plate readers"'' focused on vehicles, this patent demonstrates the company has developed capabilities for detailed human surveillance and classification by protected characteristics including race and gender.<ref name="patent11416545" />
The patent shows that Flock's technology is designed to create comprehensive profiles that can track individuals across multiple camera locations by matching physical characteristics. While Flock publicly markets its products as ''"license plate readers"'' focused on vehicles, this patent demonstrates the company has developed capabilities for detailed human surveillance and classification by protected characteristics including race and gender.<ref name="patent11416545" />


Privacy advocates have raised concerns that this technology could enable discriminatory policing practices and racial profiling at scale.{{Citation needed}} The ability to search for people by race or other physical characteristics across a network of thousands of cameras is a large expansion of surveillance capabilities beyond what is typically disclosed in Flock's public marketing materials.{{Citation needed}}
Privacy and civil-liberties advocates have warned that biometric/appearance-based identification and classification—especially along race and gender lines—can enable discriminatory policing and amplify harms from demographic bias and misidentification.<ref>{{Cite web |title=How is Face Recognition Surveillance Technology Racist? |website=American Civil Liberties Union |date=2020-06-16 |url=https://www.aclu.org/news/privacy-technology/how-is-face-recognition-surveillance-technology-racist |access-date=2026-02-20}}</ref><ref>{{Cite web |title=NIST Study Evaluates Effects of Race, Age, Sex on Face Recognition Software |website=National Institute of Standards and Technology |date=2019-12-19 |url=https://www.nist.gov/news-events/news/2019/12/nist-study-evaluates-effects-race-age-sex-face-recognition-software |access-date=2026-02-20}}</ref> In that context, the Flock Group patent’s explicit discussion of classifying people by attributes including “race” and “male/female” suggests capabilities that extend beyond vehicle identification.<ref>{{Cite web |title=US11416545B1 - System and method for object based query of video content captured by a dynamic surveillance network |website=Google Patents |date=2022-08-16 |url=https://patents.google.com/patent/US11416545B1 |access-date=2026-02-20}}</ref>


==Legal challenges==
==Legal challenges==