What is 8K AI upscaling, and is it really better than 4K?

8K TVs are here to stay, and they all rely on AI upscaling to fill the extra pixels they have compared to 4K. Here's what that means, and why it makes a difference

8K AI upscaling
(Image credit: Samsung)

If you've been looking at elite new TVs, you can't have missed the rise in 8K sets with AI upscaling. The best 8K TVs match some of the most advanced panel technology in the world with a higher resolution than 4K TVs offer. Much, much higher in fact.

8K TVs are called that because they're roughly 8,000 pixels across (7,680 to be precise, and 4,320 pixels high) – whereas 4K TVs are around 4,000 pixels across (3,840x2,160).

This means that 8K TVs offer four times the number of pixels of 4K TVs, which can potentially mean impossibly detailed images… but there's a severe lack of 8K video to watch on it. Very few films have ever been captured in 8K resolution, let alone TV or general videos on YouTube and so on.

And that's not likely to change any time soon, really – partly because it's so demanding to stream 8K, and partly because 8K TVs will be the minority of models sold for a quite a while, so the appetite to move to 8K isn't as strong as it was with 4K.

However, that doesn't mean the extra resolution of 8K TVs is wasted. The reason that an 8K model has taken the top spot in our list of the best TVs for last few years is that when you're watching 4K video on it, it still looks better than any 4K TV can offer, thanks to clever upscaling. And with this many pixels, it takes especially clever processing to do a good job, which is why these sets all use upscaling that will be named something like 'AI upscaling' – but what is it, and why does it help?

What is upscaling, anyway?

Upscaling is, simply, when you take an image and scale it up. Unless a video is the exact same resolution as the screen it's being played on, it'll have to go through some form of upscaling, so that it fits the right number of pixels.

In this case, we're talking about taking a 4K video with a resolution of 3,840x2,160 and scaling it up to fill a screen that has a resolution of 7,680x4,320. Now, because 8K resolution is exactly double 4K resolution in both dimensions, you could do the most basic form of upscaling, which is to just make each single pixel of the 4K video fill four pixels on the 8K screen, making it look the same as it would on a 4K screen.

But modern TVs can do better than that. They use processing to analyse the image, and rather than filling in the resolution gaps by repeating pixels, they try to estimate what they think would be there if the video had originally been higher resolution. So, if the TV sees an area with lots of unbroken blue, it can safely assume that it should fill in more of the same.

This is a simplification, of course – all kinds of complex algorithms are involved in practice – but that's the basic concept.

Some parts of the screen are harder to upscale – something like strands of hair is much harder to reliably fill in the gaps for, because they're so fine – maybe just a couple of pixels wide themselves. It's much easier for the TV to guess wrong. Skin and other textures can also be a problem – if the upscaling isn't done well, it looks unrealistic.

Of course, when upscaling is done well, you don't even notice it's happening, yet the image looks sharp, clear and enjoyable.

So where does the AI come in?

So, we just mentioned that with basic upscaling, the system is estimating what the extra pixels should be based on the existing pixels nearby, without any context for what the actual image it's supposed to be creating is.

The new generation of so-called 'AI upscaling' aims to fix that. It basically means that the TV can analyse the image as a whole, and actually recognise what's being shown, similar to how the photos apps in phones can recognise different objects in your pics these days. This means the TV can upscale much more smartly, because it also knows what that kind of thing is supposed to look like.

As with everything labelled 'AI' these days, no artificial intelligence is actually involved. It's a process called 'machine learning', where some software is shown thousands and thousands of different images, and is told what kind of scenes they are. The software then learns from this exposure how to recognise those kinds of things in the future, and creates a new upscaling algorithm based on it, and it's this that's applied to the TVs.

Think of it as similar to how someone who's been an electrician for years can make an accurate guess as to how a wiring system they've never seen before works, because they've worked on so many different things in the past. Imagine if you could take that ability to work things out based on experience and instantly copy it into the brains of new electrician trainees, without them every actually needing to go through the experience. 

That's essentially how these 'AI upscaling' systems work – the software is able to recognise a landscape scene, or a dog, or whatever, and apply custom upscaling based on making sure that it looks like it's supposed to.

Some of these 'AI' systems are more advanced than others – some will recognise only types of scenes, while others will recognise specific objects and elements. The latter is what you'll generally find in current 8K TVs.

Are the results really better than 4K?

In the really good TVs, absolutely! It doesn't make 4K video look as good as a true 8K video would, but in larger screen sizes, there's a definitely boost in detail and clarity when comparing a 4K TV to a great 8K TV.

The difference is much harder to spot as you get to smaller screen sizes, which is why 8K TVs mostly come in when you're looking at the best 65-inch TVs, best 75-inch TVs or best 80+ inch TVs.

Matthew Bolton
Matthew Bolton

Matt is T3's master of all things audiovisual, running our TV, speakers and headphones coverage. He also handles smart home products and large appliances, as well as our toys and games articles. He's the only one on the team who can explain both what Dolby Vision IQ is and why the Lego you're building doesn't fit together the way the instructions say, so is truly invaluable.

Matt has worked for tech publications for over 10 years, in print and online, including running T3's print magazine and launching its most recent redesign. He's also contributed to a huge number of tech and gaming titles over the years. Say hello if you see him roaming the halls at CES, IFA or Toy Fair.