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"This is the difference, tech executives and experts say, between consensual identity verification and non-consensual surveillance."

"For example, I've been repeatedly emailed by company spokespeople to tell me that cops only get access to Ring customers' videos if the customers offer to share it; but what they never said is that if a customer turns down a police request, Amazon instructs the cops to make an "official request" to the company and then they grant warrantless access to the footage. "

"This led to claims that the software is woefully inaccurate; in fact, police had set the threshold for a match at 60%, meaning that faces do not have to be rated as that similar to be flagged up. This minimises the chance of a person of interest slipping through the net, but also makes a lot of false positives inevitable."

"Chinese scientists have developed a 500 megapixel facial recognition camera four times more detailed than the human eye that can identify individuals from crowds of tens of thousands in streets or at sports stadiums. "

"Clearview, the shady facial-recognition firm with links to law-enforcement and alt-right internet trolls, reports that its entire client list has been stolen."

"These systems weren't set up to be biased; it's likely that they were simply trained on a subset of the diversity of accents and usages present in the United States. But, as we become ever more reliant on these systems, making them less frustrating for all their users should be a priority."

"Where the researchers struck gold was by realising that a large (but not overly large pair of glasses) could act to "change the pixels" even in a real photo. By picking a pair of "geek" frames, with relatively large rims, the researchers were able to obscure about 6.5% of the pixels in any given facial picture. Printing a pattern over those frames then had the effect of manipulating the image."

"The app, which scraped billions of photos from the likes of Facebook, YouTube, Venmo, and other online platforms, drew the world's attention last weekend following a detailed report in the New York Times. The app's supposed capability to identify practically anyone from even low-quality photos frightened privacy advocates and officials. And today, one of the latter - New Jersey's attorney general Gurbir Grewal - actually did something about it."

"Interest in so-called dazzle camouflage appears to have grown substantially since the Metropolitan police announced last week that officers will be using live facial recognition cameras on London's streets - a move described by privacy campaigners and political activists as "dangerous", "oppressive" and "a huge threat to human rights"."

"Take Yoti, for instance: the company provides a range of age verification services, partnering with CitizenCard to offer a digital version of its ID, and working with self-service supermarkets to experiment with automatic age recognition of individuals. John Abbott, Yoti's chief business officer, says the system is already as good as a person at telling someone's age from a video of them, and has been tested against a wide range of demographics - including age, race and gender - to ensure that it's not wildly miscategorising any particular group. The company's most recent report claims that a "Challenge 21" policy (blocking under-18s by asking for strong proof of age from people who look under 21) would catch 98% of 17-year-olds, and 99.15% of 16 year olds, for instance."

"Activists from Fight for the Future prowled the halls of Congress in "jumpsuits with phone strapped to their heads conducting live facial recognition surveillance" to "show why this tech should be banned.""

"But it is not just governments who will be interested in the results. The software is freely available and cheap. It is being distributed all over the internet of things, from intercoms to "home assistants". Once our faces are attached to the detailed digital identities that are already compiled by the advertising industry, any sufficiently sophisticated shopping mall will have a map of the preferences of everyone who enters its maw."

"In just the past few months, three cities - San Francisco, Oakland, and Somerville, Massachusetts - have passed laws to ban government use of the controversial technology, which analyzes pictures or live video of human faces in order to identify them. Cambridge, Massachusetts, is also moving toward a government ban. Congress recently held two oversight hearings on the topic and there are at least four pieces of current federal legislation to limit the technology in some way. "

"Squires said that Bridges had a reasonable expectation that his face would not be scanned in a public space and processed without his consent while he was not suspected of wrongdoing. The court heard that thousands of people have had their biometric data taken in the past two years by AFR technology used by South Wales police."

Some great stats on the map...

"The software, 4 Little Trees, was created by Hong Kong-based startup Find Solution AI. While the use of emotion recognition AI in schools and other settings has caused concern, founder Viola Lam says it can make the virtual classroom as good as - or better than - the real thing. Students work on tests and homework on the platform as part of the school curriculum. While they study, the AI measures muscle points on their faces via the camera on their computer or tablet, and identifies emotions including happiness, sadness, anger, surprise and fear. "

"But the technology raises important issues of governance, justice and fairness. In recent months, the Black Lives Matter movement has taken action to address what it sees as an abuse of police power and surveillance technology. Facing reputational and financial costs, several major tech companies stopped developing facial recognition or selling it to the police. Microsoft went as far as petitioning the US Congress to legislate against it."

"The system is called as"Intelligent Classroom Behavior Management System" and it is being used at Hangzhou No. 11 High School. With scanning facial expressions the system has the ability to even analysis six types of behaviors by the students such as standing up, reading, writing, hand raising, listening to the teacher, and leaning on the desk."