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Detail inspector

Image Upscaler Hub

An upscale is judged at 1:1 or it is not judged at all. Fitted to a screen, almost every result looks like an improvement; at actual pixels you can see which details were recovered and which were invented. This site works at that magnification.

Subject
image upscaling
Viewed at
1:1, always
Status
no reviews yet
Scoring
none — words only

Inspection pass

Six places to put the loupe

These are the regions where an upscale gives itself away. They hold for any tool and any image, which is why they are worth knowing before you have picked either.

crop 01 Eyelashes and hairline

Fine dark strands against skin. Look for lashes that have merged into a solid band, or a hairline that has acquired a clean edge it never had.

crop 02 Skin at full size

Pores, fine lines, the slight unevenness of a real face. If these have been replaced by a smooth waxy surface, texture was discarded rather than resolved.

crop 03 Any text in frame

The only region where the answer is checkable. Letters that sharpened into different letters are the clearest evidence a model is guessing.

crop 04 Hard edges against sky

A roofline, a branch, a shoulder. A bright or dark fringe tracing the edge is over-sharpening rather than recovered detail.

crop 05 Repeating pattern

Brick, mesh, woven fabric. Models tend to tidy these into something more regular than the original, which reads as impressive and is a fabrication.

crop 06 Tile boundaries

Large images are often processed in sections and stitched. Look across the middle of a flat area for a faint seam or a change in texture character.

Scale

What the multiplier costs

The conservative setting. There is usually enough information in the source for the result to be mostly interpolation, so there is less for a model to invent and less that can go wrong.

The common default, and the point where the output becomes mostly prediction. One source pixel is now sixteen, and fifteen of them are the model's opinion.

8× and beyond

Often achieved by running a 2× or 4× pass more than once, which compounds whatever the first pass invented. Results can look striking and bear a loose relationship to the original.

Does the source format matter?

Considerably. JPEG compression leaves blocky artefacts that an upscaler will faithfully enlarge, and sometimes mistake for structure. A heavily compressed source is a harder problem than a merely small one.

House rules

How this will be written

No invented numbers

No scores out of ten, no star ratings, no tier boards. Where something is better, it gets said in words and the reason is shown.

Only claims we can stand behind

Nothing describes a test that did not happen. Pricing and feature claims are checked against the vendor's own pages.

No paid placements

Nothing here is sponsored, and outbound links carry no affiliate tracking and earn no commission. No company pays to be included or to be written about more kindly.

Status

This site is new and there are no tool write-ups on it yet. The crop numbers above are a checklist of where to look, not results from an inspection we have run. When write-ups land, each one will say which crop it is showing and at what magnification.