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The scientists proposed a new

Though Chief Executive Tim Cook has called self-driving cars "the mother of all AI projects," Apple has given few hints about the nature of its self-driving car ambitious.Self-driving cars often use a combination of normal two-dimensional cameras and depth-sensing "LiDAR" units to recognize the world around them.But with new software, the Apple researchers said they were able to get "highly encouraging results" in spotting pedestrians and cyclists with just LiDAR data.Research by Apple Inc computer scientists on how self-driving cars can better spot cyclists and pedestrians while using fewer sensors has been posted online, in what appears to be the company’s first publicly disclosed paper on autonomous vehicles..org/abs/1711.

Their work rarely appears outside the journal, which so far has not published any research on self-driving cars. The experiments were computer simulations and did not involve road tests. Yielding to that dynamic, Apple in July established the Apple Machine Learning Journal for its researchers.

The scientists proposed a new software approach called "VoxelNet" for helping computers detect three-dimensional objects.The paper by Yin Zhou and Oncel Tuzel, submitted on Nov. In April, Apple filed a self-driving car testing plan with California regulators. They also wrote they were able to beat other approaches for detecting three-dimensional objects that use only LiDAR.Academics are used to freely sharing their work with peers at other organizations. While the units supply depth information, their low resolution makes it hard to detect small, faraway objects without help from a normal camera linked to it in real time. 17 to independent online journal arXiv, is significant because Apple’s famed corporate secrecy around future products has been seen China Spring coiling machine Suppliers as a drawback among artificial intelligence and machine learning researchers. Last December, Apple told federal regulators it was excited about the technology and asked regulators not to restrict testing of the technology.06396) Apple declined to comment.

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They will test these products

The dishes would be easy to stockpile and ship because they do not require refrigeration and could be offered quite cheaply compared with take-out from a restaurant.Spraggs company, Solve for Food, plans to acquire a MATS machine from 915 Labs that can make 1,800 packages an hour."I get why new food processing systems that increase shelf life may be good for Amazon," said Bentley Hall, CEO of fresh food delivery service Good Eggs.The method involves placing sealed packages of food in pressurized water and heating them with microwaves for several minutes, according to 915 Labs. Washington State University, a five-hour drive from Amazons Seattle headquarters, received US funding and became the research hub for MATS."Amazon declined to comment.

It could also complement Amazons planned $13. Some think packaged food would have little attraction to the generally high-income members of Amazons Prime shopping club.Delivering meals would build on the companys AmazonFresh service, which has been delivering groceries to customers homes for a decade."They obviously see that this is a potential disruptor and an ability to get to a private brand uniqueness that they’re looking for," said Greg Spragg, a former Wal-Mart Stores Inc executive and now head of a startup working with MATS technology.com Inc is exploring a technology first developed for the US military to produce tasty prepared meals that do not need refrigeration, as it looks for new ways to muscle into the $700 billion US grocery business.Unlike traditional processing methods, where packages are in pressure cookers for up to an hour until both bacteria and nutrients are largely gone, the dishes retain their natural flavor and texture, the company said.The pioneering food-prep tech, known as microwave assisted thermal sterilization, or MATS, was developed by researchers at Washington State University, and is being brought to market by a venture-backed startup called 915 Labs, based in Denver.915 Labs also licensed the original patents from the university, its chief executive Michael Locatis said, and its MATS dishes are now pending US Food and Drug Administration approval.If the cutting-edge food technology comes to fruition, and Amazon implements it on a large scale, it would be a major step forward for the company as it looks to grab hold of more grocery customers shifting toward quick and easy meal options at home.915 Labs also has an Arkansas connection: it is designing the beef stew and other dishes with a Temper furnace Price chef at the Bentonville-based Brightwater Center for the Study of Food.915 Labs said it formed in 2014 and acquired the assets of a business called Food Chain Safety, which previously was working on MATS before facing financial trouble in 2013.In addition to ongoing work with the US military, the company has sold machines to the Australian government and to food companies in Asia.

The groups mission is to "accelerate technology transfer of microwave-based food safety. The company aims to use the machine at a new food innovation center in northwest Arkansas, near the headquarters of Wal-Mart.The worlds biggest online retailer has discussed selling ready-to-eat dishes such as beef stew and a vegetable frittata as soon as next year, officials at the startup firm marketing the technology told Reuters. "They need to deliver meals to homes. They also can sit on a shelf for a year, which would make them suitable for Amazons storage and delivery business model.S," said Locatis, who was an assistant secretary at the US Department of Homeland Security until 2013.Wal-Mart did not comment on whether it is looking into the technology. Theyre hiring food people like crazy.And in March, Amazon joined the universitys researchers and other companies in Seattle for the inaugural meeting of the Industrial Microwave Alliance, according to a university news release.."Not everyone sees why MATS would be worth pursuing. "I struggle to see how this solution addresses an actual consumer want or need better than fresh, prepared meals.

The company has also filed for a trademark for cook-it-yourself meal-kits - a move that pushed down shares of Blue Apron Holdings Inc - but has not yet detailed its plans for ready-to-eat meal delivery.7 billion purchase of Whole Foods Market Inc and Amazons checkout-free convenience store, which is in the test stage.Amazon.""Amazon just started this," Tang said in an interview.MATS technology grew out of efforts by the US Armys Natick laboratories more than a decade ago to improve food quality for soldiers in combat. "

They will test these products with their consumers, and get a sense of where they would go.In February, Amazon sent a team to Washington State University that met with Juming Tang, chair of the schools biological systems engineering department and a key developer of the technology."They have to leapfrog to MATS because they don’t have the refrigerated supply chain like we have in the U.Amazon invited the startup to Seattle after learning about MATS technology last year at the SIAL Paris food trade show, according to Locatis.

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