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Sogni engineering · New model · August 14, 2026

Upscale to 8K without changing your image

NVIDIA's RTX Video Super Resolution is live on the Sogni Supernet. Point it at a picture you already like and it hands it back at up to 8K in seconds — no prompt, no re-roll, no quietly redrawn face. The same image, at a size you can hang on a wall.

RTX VSR upscale of the night-market still at 3336x1880
1672×941 → 3336×1880 in 1.7 s open it full size for the A/B wipe

Shrunk to fit a browser column, that is just a picture. Click ⛶ Compare at 3336×1880 and it opens at full size with a wipe across it: on one side the original stretched to fit, on the other the same original through RTX VSR. Drag through it, pan around, and judge it at actual pixels — which is the only place an upscaler can be judged at all.

The word "upscale" covers two genuinely different crafts, and Sogni now does both.

Creative Enhance is the imaginative one. It hands your picture to a diffusion model and lets it re-render richer — inventing texture, deepening colour, pushing the final look. It is the right tool much of the time, and it can do things no reconstruction ever will: give a soft render detail it never had in the first place.

RTX Video Super Resolution is the faithful one, and it is exceptionally good at it. NVIDIA built it to answer exactly one question — what would a higher-resolution version of this exact image have looked like? — and it answers with no prompt, no seed, and no opinions of its own. Ask it twice, get the same answer twice, down to the pixel. Ask it for 8K and it delivers in about the time it takes to read this sentence.

That combination is genuinely rare. Most ways of making a picture bigger force a trade: fast but soft, or detailed but drifting. This one is fast and detailed and incapable of changing your image — and it does not stop politely at 2K. Your 1024px render becomes a 69 cm gallery print with the composition untouched, in a couple of seconds, for a fraction of what it cost to generate.

Different jobs, then. Creative Enhance when the picture is still becoming what it wants to be. This when it already is, and simply deserves to be enormous.

Four times bigger

A 832×1216 portrait taken to 3328×4864 — nearly 5K on the long edge.

The picture at the top of this page started at a comfortable size. This one starts where most AI images actually start: a standard portrait render, 832×1216, generated on Sogni with Chroma. Four times each edge is sixteen times the pixels, and this is where the difference stops being subtle.

Below is a window into the result — the eye, at actual size. Toggle between the original blown up four times — the way a browser or an image editor would do it — and the same original through RTX VSR. Ten seconds of work.

The full 832x1216 source: a close portrait, freckled skin, soft window light
The 832×1216 source — an original Chroma still. The window opposite is her eye, about an eighth of this frame.
RTX VSR 4x upscale: individual eyelashes, skin pores, freckles and the catchlight in the iris all resolved
832×1216 → 3328×4864 in 10.3 s Upscaled

Stretching gets you a bigger version of what you had: lashes fused into a dark smear, pores dissolved into a gradient, freckles turned to soft blobs. The reconstruction separates the lashes into individual hairs, puts the texture back into the skin, holds the wet edge of the lower lid, and keeps the reflection in the iris legible as a window rather than a smudge. Sixteen times the pixels, and not one of them invented — same eye, same light, same face.

What it looks like up close

Every comparison below is a 1:1 crop. Use the button to open it at true size.

The honest baseline for a real upscaler is not "does it beat doing nothing" — it is "does it beat a good ordinary resize." So each pair below is RTX VSR against high-quality bicubic resampling at the identical output size, cut from the same coordinates.

RTX VSR crop: shoulder of a linen shirt, weave and stitching clearly resolved
RTX VSR fabric & stitching
Bicubic crop: the same shoulder, weave smeared and soft
Bicubic resize same pixels, same size

This is the part a resize can never do. The weave and the stitch line are not sharper in the VSR version — they are present. But look at what is not different: the fold falls the same way, the collar sits in the same place, the colour is unchanged. Nothing was invented, only resolved.

RTX VSR vs. Creative Enhance

The only question worth asking is whether you want your picture changed. Both answers are legitimate; they simply belong to different stages of the work. Here is the same eye, put through both at exactly the same output size — Creative Enhance on its own terms, at the resolution it targets.

Creative Enhance: the same eye re-rendered, lashes bolder, skin smoother, exposure deeper
Creative Enhance 47.8 s
RTX VSR: the same eye at the same size, tone and texture unchanged from the original
RTX VSR 8.7 s

Creative Enhance did what it is built to do, and it is a real look: the lashes come out bolder and more separated, the whole frame gains contrast and depth. If that is the image you wanted, nothing else on the platform gets you there.

But notice what else moved. The exposure is deeper, the skin is smoother and has lost some of its pores, the colour has shifted warmer. It reinterpreted the photograph — faithfully to your intent, perhaps, but it is not the same frame any more. The VSR version beside it is the original's tone, the original's skin, the original's lashes, just larger. It also took a fifth of the time.

That is the whole choice, in one pair of crops. Neither column is the wrong answer.

Creative EnhanceRTX Video Super Resolution
What it doesRe-renders, richerReconstructs, faithfully
Invents detail that was never thereYes — that is the pointNever
Interprets your imageYesNo
Same result twiceVaries with strength and seedIdentical, to the pixel
Takes creative directionStrength, filters, promptNothing to direct
Ceiling2K class8K
Best forWork still in progressWork that is finished

Sogni's own documentation is candid about the trade-off: Creative Enhance "can intentionally change the image," and the guidance if it goes too far is to turn the strength down. There is also a long-standing note that the upscaler "can sometimes lead to excessive smoothing, particularly on faces and skin areas." That is not a bug — it is what happens when you ask a generative model to repaint skin it cannot see clearly.

So:

Print, and why 8K matters

This is where it stops being a convenience and starts being a capability, and print is the clearest case. A 1024×1024 render is a lovely thing on a screen and a postcard on paper — about 9 cm at proper print resolution. That is the ceiling most AI work quietly lives under, and it is why so much of it never leaves the screen.

Take the same file to 8K and it is a gallery print, a trade-show panel, a book spread, a poster behind a booth — and it gets there in about eleven seconds, holding the composition you approved, at a cost that rounds to nothing next to what it took to generate. Crucially for print, it holds it exactly: the face on the proof is the face on the wall. Nothing is reinterpreted on the way up, so there is no second round of proofs to catch what changed.

That ceiling is the headline. Diffusion upscaling runs out of room around 2K; past that you are tiling, stitching, and negotiating with a model that keeps having ideas. RTX VSR simply does not have that problem — it uses about 2.4 GB of memory at 8K, roughly what it uses at 2K, because there is no diffusion checkpoint to hold. Big is not a special mode here. It is just a bigger number in the box.

What that buys you, at 300 DPI:

Longest edgePrint size at 300 DPIGood for
2048 px~17 cm / 6.8 inPostcard, small print
3840 px~33 cm / 12.8 inMagazine spread, A3
6144 px~52 cm / 20.5 inLarge framed print
8192 px~69 cm / 27.3 inGallery panel, poster

You send the size you want and the source is fitted inside it, keeping its shape — so a square image asked for a 4K box comes back square, not stretched.

How to use it

Video is next

The name is not decorative. NVIDIA built this for video, and the property that makes it feel almost boring on a still — that it is exact, and gives the same answer every time — is precisely what video needs. Per-frame diffusion upscaling shimmers, because every frame re-rolls the dice and fine texture crawls between them. A reconstruction cannot do that: feed it two near-identical frames and you get two near-identical results.

It is also fast enough that the cost barely registers. On our test rig it upscales a frame in a couple of milliseconds and its memory use does not grow with clip length, so an entire short clip costs less GPU time than a single image generation. We expect to bring this to video renders on Sogni before long — taking the 768p-class output of Wan, LTX and MiniMax H3 up to 1440p and beyond, without the flicker that has always made frame-by-frame upscaling a bad trade.

Available now. RTX Video Super Resolution is live in Sogni for pay-as-you-go Spark and eligible Sogni Unlimited subscription plans. Explore the models and start creating.

Both source images on this page are original stills generated on Sogni — the night market on the Supernet, the portrait with Chroma — never frames extracted from a video. Every comparison is a 1:1 crop taken from the same coordinates in both renders, with no resampling; the ⛶ Compare at… button opens each at true size with a draggable wipe between the two versions. The bicubic control is high-quality antialiased resampling to the identical output size. Upscales rendered on the Sogni Supernet, 2026-08-14. RTX Video Super Resolution is NVIDIA technology and runs on NVIDIA RTX GPUs; on Sogni, Supernet workers supply the hardware, so there is nothing to install or configure.