Google RAISR sharpens photos and gives you super vision
Sight is one of our most crucial senses, now one technology promises infinite zoom and super crisp images.
Cite or link to this article
Griffin, M. (2017) 'Google RAISR sharpens photos and gives you super vision', 311 Institute, 13 February. Available at: https://www.311institute.com/google-raisr-sharpens-photos-and-gives-you-super-vision/ (Accessed: 8 October 2026).
Let's face it - the last thing many of us want it to take what we think is a great family photo only to find out that it comes out blurred. And whether it was because of a dirty lense, low light conditions or a nervous twitch you developed as far as your better half is going to be concerned it was your fault. But the good news is that there might soon be a solution to your horrible failings as a photographer, thanks to Google and RAISR.
From jagged low resolution pictures to incredibly high resolution ones in the click of the button - it looks like Google researchers have found a way to use machine learning to upscale images to higher resolutions at lightning speed, and it works so fast that one day soon it could one day be built into your smartphone.
While Google's Rapid and Accurate Image Super Resolution (RAISR) program is still at the experimental stage it's already operating up to 100 times faster than older "upscaling" technologies and it's generating far superior results.
At the moment RAISR is learning its trade by analysing the differences between thousands of pairs of images - one at full resolution, and the other downsampled to a jagged, low resolution mess. It then works out which filters it can apply to the low res image's pixels to get the messed up image closer to the hi-res version, taking context into account.
RAISR analyses over 10,000 image pairs every hour in order to learn how to apply it's magic and here are some of the results:
Because it's a learning algorithm it's also learned to reduce some of the aliasing - a fancy word for image smoothing - issues you can get with close patterns in low res images.
At the moment Google's examining whether the technology can be used to enhance a pinch-to-zoom, or infinite zoom, type operation to let you zoom in further than the pixel level on photos you've taken, and in another twist they're considering letting the technology scale down your photos so they use up less space on your phone, with the idea that if RAISR works well enough your smartphone can upscale them again when you view them.
Another benefit of this approach of course would be the amount of data and time you could save transferring a downscaled image to a friend who has RAISR on their phone - the ultimate in video and image compression? And let's not forget how important this kind of work is when it comes to preserving memories, after all a lot of early digital cameras and camera phones simply didn't have the resolution that today's devices do. Wouldn't it be great to be able to enhance those images back to a much sharper picture?
Inevitably it looks like this technology will filter into everyday life, finding its way into every corner of society - from CCTV and pervasive security applications and all manner of machine vision applications that could include anything from enhancing the vision for autonomous vehicles, robots and bionic eyes.
The potential could be boundless... and I'm glad I could put it into focus for you.
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Sight is one of our most crucial senses, now one technology promises infinite zoom and super crisp images.

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Matthew Griffin Founder, 311 Institute
Matthew Griffin is a multi-award winning Futurist and expert in Disruption and Innovation, Geopolitics, Leadership, and Technology, who NASA have described as a "walking encyclopaedia of the future" and a "futurist Polymath."
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Matthew Griffin is a multi-award winning Futurist and expert in Disruption and Innovation, Geopolitics, Leadership, and Technology, who NASA have described as a "walking encyclopaedia of the future" and a "futurist Polymath." 15-time best selling author of the "Codex of the Future" series, Matthew is the Founder and Futurist in Chief of the 311 Institute, a global Futures and Deep Futures advisory firm working with royal households, world leaders, G7, G20, and G77 governments, NGOs, and multi-national mid and mega cap firms to help them explore, shape, and lead the next 50 years of business and society.
An award-winning YouTube creator with over a million followers, with an unrivalled global reach and impact, Matthew is a highly sought-after international keynote speaker, lecturer, and mentor who collaborates with global leaders through the United Nations Alliance of Civilizations (UNAOC) and United Nations General Assembly (UNGA) to shape pivotal initiatives such as the UN’s AI for Humanity program, the United Nations Conference of the Parties (UN COP), and the World Economic Forum in Davos.
As the former Global Head of Cloud, National Security, and Enterprise Sales for companies including Atos, Dell-EMC, and IBM, Matthew has a proven track record of building multi-billion dollar business units and turning failing divisions into market leaders. His ability to identify, analyse, and communicate the implications of hundreds of emerging technologies and trends is unparalleled, and his insights are trusted by many of the world’s most respected organisations, including ABB, Accenture, Adidas, AON, ARM, BCG, Centrica, Citi, Coca-Cola, Dentons, Deloitte, Dow Jones, EY, Google, KPMG, Lego, Legal & General, LinkedIn, Microsoft, PepsiCo, Qualcomm, RWE, Samsung, Siemens AG and Siemens Energy, T-Mobile, UBS, VISA, Walmart, Workday, Worldpay and many others.
Regularly featured in the global media including the AP, BBC, Bloomberg, CNBC, Discovery, Forbes, Khaleej Times, Telegraph, TIME, ViacomCBS, WIRED, and the WSJ, Matthews mission is to help organisations create a fair and sustainable future whose benefits are shared by everyone irrespective of their ability, background, or circumstances.
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Source: first published by the 311 Institute on 13 February 2017. Cite as: Griffin, M. (2017). Google RAISR sharpens photos and gives you super vision. 311 Institute. https://www.311institute.com/google-raisr-sharpens-photos-and-gives-you-super-vision/
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