AI Algorithm Tells You the Ingredients in Your Meal Based on a Picture

iStock
iStock

Your food photography habit could soon be good for more than just updating your Instagram. As Gizmodo reports, a new AI algorithm is trained to analyze food photos and match them with a list of ingredients and recipes.

The tool was developed by researchers at MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL). To build it, they compiled information from sites like All Recipes and Food.com into a database dubbed Recipe1M, according to their paper. With more than a million annotated recipes at its disposal, a neural network then sifted through each one, learning about which ingredients are associated with which types of images along the way.

The result is Pic2Recipe, an algorithm that can deduce key details about a food item just by looking at its picture. Show it a picture of a cookie, for example, and it will tell you it likely contains sugar, butter, eggs, and flour. It will also recommend recipes for something similar pulled from the Recipe1M database.

Pic2Recipe is still a work in progress. While it has had success with simple recipes, more complicated items—like smoothies or sushi rolls, for example—seem to confuse the system. Overall, it suggests recipes with an accuracy rate of about 65 percent.

Researchers see their creation being used as a recipe search engine or as a tool for situations where nutritional information is lacking. “If you know what ingredients went into a dish but not the amount, you can take a photo, enter the ingredients, and run the model to find a similar recipe with known quantities, and then use that information to approximate your own meal,” lead author Nick Hynes told MIT News.

Before taking the project any further, the team plans to present its work at the Computer Vision and Pattern Recognition Conference in Honolulu later this month.

[h/t Gizmodo]

Need a Robot Vacuum? Neato's Botvac D6 Is $330 Off This Week

Neato
Neato

We've previously recommended robot vacuums as an amazingly easy way to keep your home free of dust, pet hair, and other allergy-triggering nasties, but with higher-tech models going for hundreds and hundreds of dollars, it can be hard to convince yourself you need a vacuum that badly. Except when there's a great sale, like this week's Best Buy deal on Neato's Botvac D6 Connected vacuum.

The app-controlled automated vacuum normally retails for $729, but it's going for $400 right now—a $330 discount. That's 45 percent off.

The Botvac D6, which came out in 2018 and is one of the company's fanciest models, features a battery life of 120 minutes, LaserScan technology that allows it to memorize your home's floorplan (including multi-level homes), a high-performance filter to collect allergens, a turbo mode with increased suction, a pre-scheduling feature, and that signature D-shape that's made to capture debris in tight corners. Neato advertises the Botvac D6's combination of brushes as being 70 percent larger than most other robot vacuums' brushes, allowing it to pick up even more pet hair and dirt.

It also has a bunch of smart features that lower-tier robot vacuums don't offer, like the Quick Boost charging feature, which allows the vacuum to return to its base to quickly top off its charge—just enough to finish the job—if it's running low on juice, and the ability to set no-go lines around pet bowls, piles of cords, and other areas that you don't want your vacuum zooming through. You can control the vacuum via your phone, Amazon Home, Alexa, your Apple Watch, the Neato Chatbot on Facebook, and more.

This is only the latest Neato vacuum to go on super-sale. In March, the company's Botvac D4 was also featured in Best Buy's weekly deals, selling for $300. That model (which features 75 minutes of battery life to the D6's 120) is currently selling for $400 at Best Buy as well.

Here's a tip: We bet your dad would love getting one of these babies for Father's Day. It would also make an excellent gift for a new grad moving into their first grown-up apartment.

Buy it from Best Buy for $400. The deal lasts until 10 p.m. Pacific Time on Monday, May 27.

If controlling your cleaning plan with your phone doesn't seem exciting enough to you, there are plenty of even fancier robot cleaning assistants out there. May we suggest one that will vacuum, mop, and clean itself?

A New Hypersonic Jet Could Get You From New York to London in 90 Minutes

iStock/baona
iStock/baona

For impatient travelers, the next wave of air transportation could be a game-changer. Aerospace company Hermeus Corporation recently announced that it has obtained funding to pursue development of a plane that could travel five times faster than the speed of sound, getting passengers from New York to London in just 90 minutes. But it won't be a cheap flight, and the idea isn't without some baggage.

The venture, which was founded by former employees of private space travel companies like Elon Musk’s SpaceX and Jeff Bezos’s Blue Origin, is seeking to craft a plane that can travel at Mach 5 and reach a cruising speed of 3300 mph.

That ambition will likely take years to materialize. Hermeus co-founder and CEO AJ Piplica told CNN that development is projected to last a decade. He anticipated one-way tickets will cost in the range of $3000.

It currently takes about seven hours to travel from New York to London. Previously, travelers were able to cut that time down to roughly four hours, traveling at twice the speed of sound in the supersonic Concorde jet. High fuel consumption and expensive tickets led to the retirement of the aircraft in 2003. Whether Hermeus can overcome the environmental concerns of such high-octane travel and gather enough passengers willing to pay a premium for less time spent in the air remains to be seen.

[h/t CNN]

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