What is “AI upscaling” in video game development?

The AI might MAYBE notice that the light was there on the previous frame and “fill it in” - but what happens if you went off the glide slope at that moment. The light SHOULD change color - but because the AI doesn’t know anything about the glide slope - or the particular angles at a specific airport - it’s highly likely to screw up.

That’s a hell of a lot of math - and as display resolutions and frame rates get better - the problem rapidly escalates.

But that’s a kinda special situations - and we could maybe handle it by drawing those specific lights AFTER the AI had filled in all the gaps.

You found a love potion, and your friend tried to use it on an attractive popular girl, but he accidentally dropped it on the neighbors dog. Now the dog won't stop following him. How would you help him?

So usually - if you’ve got an 8 MegaPixel screen - the graphics card has to calculate the color of every single one of those 8 million pixels (maybe more with anti-aliasing) - probably 70+ times per second.

So using this technique could be very handy.

I’ve been working in Flight Simulation -where this problem is massively exacerbated by clients who have maybe 16 display screens - all at some crazy high resolution!

If James Bond is meant to be the best secret agent in the world, how come all the bad guys in the World seem to know who he is?

However, consider a common thing people to with flight simulators…practicing landing at night.

But the point remains - as it does with ALL AI - that you can’t really trust it not to do something very strange.

But there are issues.

Quia perspiciatis sed qui quidem voluptas excepturi possimus.

So the idea is that you train an AI to look at just (say) 1 million pixels - and try to guess what the others should be.

That’s A VERY BAD THING!!! When you’re trying to train a pilot to react correctly to those lights and they’re being displayed incorrectly - you can end up doing what we call “Negative training” - where you make the pilot WORSE - not better!

So if we render the scene at reduced resolution - we might not draw that critical light point at all because it fell into one of the gaps.

Nintendo Switch 2 launch games: Every Switch 2 game available on day one - Video Games Chronicle

I’ve seen demo’s from Nvidia that do this AMAZINGLY well.

There are landing aid lights which are super-bright so you can see them from a very long way away. One type of these lights are on the ends of the runway and they are designed to show whetherer you’re approaching the runway on the right “glide slope” - so they change color depending on how high/close you are to the touchdown point.

These light points are tiny - they only just cover a single pixel.

The Day the Earth Smiled: Earth, the Moon, and Saturn All in One Frame - The Daily Galaxy