Image forgery detection: splicing, copy-move and region edits

Photo forgery usually takes one of three shapes: a splice pasted in from another picture, a copy-move edit that clones one part of the same photo over another, or a region edit that changes only one area. It may look seamless to the eye, but the file often stores that part differently from the rest.

JPEG grids and error level analysis

JPEG compresses in 8×8 pixel blocks. When a piece of another photo is pasted in and the result is saved again, the pasted area's block grid can be misaligned or carry a different compression history. Error level analysis (ELA) re-saves the image at the same quality and looks for areas whose difference stands out. If the whole photo has been re-saved many times, that difference fades.

Noise and frequency traces

Sensor noise is spread evenly across a real photo. Pasted or covered areas tend to have noise of a different strength or texture, and pieces that were scaled or rotated leave regular patterns in the frequency domain. Origma compares these signals region by region and records areas whose statistics differ from their surroundings as evidence on the tampering axis.

What a heatmap says — and what it doesn't

The heatmap on the result screen means 'the signal here differs from its surroundings', not 'this part was forged'. Flat areas such as sky or walls, heavy retouching or filters, and messenger recompression can all light it up. That is why we never conclude from a heatmap alone and read it together with metadata and provenance signatures.

Limits: AI object removal, and why this is an assessment

Modern edits that remove an object with AI and fill the gap leave almost no compression or noise traces, and we still catch them poorly. When the evidence is too thin we say 'inconclusive'. Origma's results are probabilistic assessments, not certified forensic reports or legal proof — get expert review for weighty decisions.

Frequently asked

Will every Photoshopped photo be caught?
No. Re-saving several times, or resizing and recompressing the whole image, blurs the traces. The closer the file is to the original, the more evidence remains.
Does a bright heatmap mean the photo is forged?
It means the signal in that area differs from its surroundings. Plain backgrounds and heavy retouching can also light up, so weigh it with other evidence.
Can you check a photo I received as a screenshot?
Yes, but a screenshot redraws the screen, so the original compression traces and metadata are gone. Ask for the original file whenever you can.
Can I use the result in a dispute?
As material for judgement, yes, but it does not replace a certified forensic report. Keep the report's hash and engine version so the result can be reproduced.

Read next

This is general guidance, not legal advice. A scan result is a probabilistic assessment, not proof.

Try a file