A Quote by Fei-Fei Li

I consider the pixel data in images and video to be the dark matter of the Internet. — © Fei-Fei Li
I consider the pixel data in images and video to be the dark matter of the Internet.
In the digital world we live in, there is no pixel who thinks they're better than any other pixel. And there is no pixel that will not work with another pixel to produce something. And when two pixels come together and have children, they'll place any attention to what the color is and nobody says anything.
Google is famous for making the tiniest changes to pixel locations based on the data it accrues through its tests. Google will always choose a spartan webpage that converts over a beautiful page that doesn't have the data to back it up.
In the past, Google has used teams of humans to 'read' its street address images - in essence, to render images into actionable data. But using neural network technology, the company has trained computers to extract that data automatically - and with a level of accuracy that meets or beats human operators.
In seven to ten years video traffic on the Internet will exceed data and voice traffic combined.
If there is a viral video on the Internet, you know it's on YouTube. You can search for it, find it, see the view count, and then take that link and share it with whomever you want. That's what we are doing for images.
One of the myths about the Internet of Things is that companies have all the data they need, but their real challenge is making sense of it. In reality, the cost of collecting some kinds of data remains too high, the quality of the data isn't always good enough, and it remains difficult to integrate multiple data sources.
Animals see a video of the world. If an animal were only to see still images, how would its vision develop? Neuroscientists have run experiments in cats in a dark environment with a strobe so it can only see still images - and those cats' visual systems actually underdevelop. So motion is important, but what is the algorithm?
If you have a lot of data and you want to create value from that data, one of the things you might consider is building up an AI team.
The existence of dark matter and dark energy are inferred from observations! They are not theoretical constructs. Though invisible, both reveal their presence through the effects that they exert on motions of celestial bodies and in the case of dark matter - the bending of light as well.
There was more data transmitted over the Internet in 2010 than the entire history of the Internet through 2009.
Society? Can we trust us? Doubt it. We're probably not even real, as was revealed in the popular documentary The Matrix. That bloke next door? Made of pixels. Your co-workers? Pixels. You? One pixel. One measly pixel. You haven't even got shoes, for Christ's sake.
I don't go on the Internet. I never go on the Internet. I don't go on Twitter. I'm not on Facebook. I've seen friends go into dark, dark holes of sadness because of that. Frankly, I don't have the time or the attention span for it.
To ask somebody to sit down and watch 30 minutes' worth of an Internet video - on the Internet, that's an eternity.
As a matter of fact, when compression technology came along, we thought the future in 1996 was about voice. We got it wrong. It is about voice, video, and data, and that is what we have today on these cell phones.
If you consider any set of data without a preconceived viewpoint, then a viewpoint will emerge from the data.
Home. Home was BAMA, the Sprawl, the Boston-Atlanta Metropolitan Axis. Program a map to display frequency of data exchange, every thousand megabytes a single pixel on a very large screen. Manhattan and Atlanta burn solid white. Then they start to pulse, the rate of traffic threatening to overload your simulation. Your map is about to go nova. Cool it down. Up your scale. Each pixel a million megabytes. At a hundred million megabytes per second, you begin to make out certain blocks in midtown Manhattan, outlines of hundred-year-old industrial parks ringing the old core of Atlanta.
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