Solar panels
Vision

Solar Power Heats Up

Solar-thermal power plants concentrate the sun’s energy using huge arrays of mirrors. AI is helping those arrays stay in focus.
Ancient geoglyph analysed by AI
Vision

Prehistoric Pictures Rediscovered

Image analysis guided by AI revealed a 2,000-year-old picture dug into the Peruvian desert. Researchers analyzing aerial imagery shot over Peru found a pattern that looks like a three-horned humanoid holding a staff.
Robot cooking and serving food
Vision

A Sleeping Giant Stirs

Sony, the consumer-electronics powerhouse behind the PlayStation and other hit gadgets, is launching three research-and-design centers to focus on AI. Staffing up means competing with — and likely poaching talent from — frontrunners like Google, Facebook, and Microsoft.
Security robot walking on the street
Vision

What the Watchbot Sees

Knightscope’s security robots look cute. But these cone-headed automatons, which serve U.S. police departments and businesses, are serious surveillance machines.
Volvo car identifying a pedestrian
Vision

Blind Spot

In March 2018, one of Uber’s self-driving cars became the first autonomous vehicle reported to have killed a pedestrian. A new report by U.S. authorities suggests that the accident occurred because the car’s software was programmed to ignore jaywalkers.
Underwater camera detecting fish
Vision

Fish Recognition

A deep learning system is helping biologists who survey offshore fish populations to prevent overfishing. The U.S. agency in charge of protecting ocean resources is using an underwater camera and neural network to count fish in real time.
OctConv example
Vision

Convolution Revolution

Looking at images, people see outlines before the details within them. A replacement for the traditional convolutional layer decomposes images based on this distinction between coarse and fine features.
Illustration of two black cats labeled as cats, one white cat labeled as banana
Vision

Biased Data Trains Oppressive AI

Will biases in training data unwittingly turn AI into a tool for persecution? Bias encoded in software used by nominally objective institutions like, say, the justice or education systems will become impossible to root out.
Drone race
Vision

Autonomous Drones Ready to Race

Pilots in drone races fly souped-up quadcopters around an obstacle course at 120 miles per hour. But soon they may be out of a job, as race organizers try to spice things up with drones controlled by AI.
DeepScale's automated vehicle technology
Vision

Tesla Bets on Slim Neural Nets

Elon Musk has promised a fleet of autonomous Tesla taxis by 2020. The company reportedly purchased a computer vision startup to help meet that goal. Tesla acquired DeepScale, a Silicon Valley startup that rocesses computer vision on low-power electronics.
Overview of the development and validation of our deep learning system (DLS)
Vision

Deep Learning Tackles Skin Ailments

Skin conditions are the fourth-largest cause of nonfatal disease worldwide, but access to dermatological care is sparse. A new study shows that a neural network can do front-line diagnostic work.
Chart with number of AI startup acquisitions from 2010 to 2019
Vision

AI Startups in Demand

AI startups are being scooped up at an accelerating pace, many by companies outside the tech sphere. A report by CB Insights shows that, as of August, 2019 was on track to surpass last year’s record number of AI startup acquisitions.
Drone used for surveying on construction site
Vision

Robots Put Down Stakes

Construction projects require teams of surveyors who continually map blueprints to precise, real-world locations. Drones might do it faster, saving time and money.
Harvest bot
Vision

Agbots Want Jobs Americans Don’t

Advances in computer vision and robotic dexterity may reach the field just in time to save U.S. agriculture from a looming labor shortage. CNN Business surveyed the latest crop of AI-powered farmbots.
Neural Point Based Graphics technique producing a realistic image
Vision

Points Paint the Picture

Creating a virtual representation of a scene using traditional polygons and texture maps involves several complex operations, and even neural-network approaches have required manual preprocessing. Researchers propose a new deep-learning pipeline that visualizes scenes with far less fuss.

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