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Service · Digital image forensics

Digital image forensics to test whether a photo can be trusted

Digital image forensics is the examination of a photograph to establish whether it is genuine, whether it has been altered, and what can reliably be said about its origin and history. We examine metadata, file structure, compression and pixels, and test for AI-generated content.

Expert Witness Code of Conduct

Reports prepared in line with court rules on expert evidence

SWGDE best practice

Recognised methods for digital and multimedia evidence

Repeatable methods

Documented workflow that another examiner can reproduce

Hash-verified custody

SHA-256 recorded on receipt and at every hand-off

Strictly confidential

Encrypted transfer and secure storage of evidence

Overview

What is digital image forensics?

Digital image forensics is the examination of a digital image to determine whether it is genuine, whether it has been altered, and what can reliably be established about where it came from. It is used in legal disputes, insurance claims, investigations and cases of alleged image manipulation.

Every camera and phone writes images in characteristic ways: the metadata it records, how it compresses the file and the noise its sensor leaves in each pixel. Editing, re-saving or generating an image changes those traces. We examine the file and its pixels, compare it with reference material where it exists, and look at its history. Metadata alone never proves an image is authentic, because it can be removed or rewritten, and a skilled alteration may leave little to detect. That is why authentication is strongest when technical analysis is combined with provenance: where the image came from, and independent evidence of its history.

What we examine

How we examine a digital image

No single test proves an image is genuine. We combine independent examinations, and weigh them with what is known about the image’s history.

Metadata (EXIF)

Camera make and model, date and time, GPS location and editing software.

File structure

Whether the file is consistent with the claimed camera, phone or format.

Compression history

JPEG compression patterns that show whether an image was re-saved or processed.

Pixel-level analysis

Noise, sharpness, edges, lighting and textures examined for inconsistencies.

Cloning and copy-paste

Regions duplicated within the image or inserted from elsewhere.

Splicing and compositing

Evidence that different photographs or regions were combined.

AI-generated content

Characteristics consistent with generative or AI-edited imagery.

Source and provenance

Comparison with originals, earlier versions, camera files and cloud records.

What we look for

Signs of manipulation, and their innocent explanations

Many signs of alteration have ordinary causes. A careful examination separates deliberate editing from normal camera processing and the effects of sharing.

Cloned regions

Part of the image copied and pasted elsewhere, to hide or repeat something.

Repeated texture Matching noise

Not always editing: brick, grass and other repeating patterns can look cloned when they are not.

Spliced content

Objects or people taken from another photograph and added to the image.

Lighting direction Edge artefacts Noise mismatch

Not always editing: mixed lighting and lens effects can create similar differences across a real scene.

Re-saved or recompressed

The image has been saved again, rather than kept as the camera created it.

Double JPEG Quantisation tables

Not always editing: messaging apps, social media and cloud services re-save almost every image.

Resizing, cropping and sharpening

The image has been scaled, cropped or processed after it was taken.

Resampling Cropped edges Sharpening

Not always manipulation: phones apply processing automatically, and cropping can be harmless.

Altered or missing metadata

Dates, locations or device details that are absent or do not match the image.

Date taken GPS Software tag

Not always editing: many apps strip metadata, and wrong device clocks give wrong dates.

AI-generated or AI-edited

Images created or changed using generative tools, in whole or in part.

Synthetic texture Generative fill AI generated

Not always manipulation: phone cameras use AI processing, so findings are given as a level of confidence.

Common questions

What lawyers and insurers ask us about images

Short, direct answers to the questions that most often decide whether a photograph can be relied on.

Q1

How do you tell if a photo has been edited?

By combining several independent examinations: metadata, file structure, compression history and pixel-level analysis. We look for inconsistencies that editing leaves behind, and for innocent explanations of anything unusual, before reaching any conclusion.

Where the original camera file, a RAW image or an earlier version exists, comparing the questioned image against it is often the most powerful test. The example below shows the structure of a set of findings. In a report, each examination is described so another examiner can repeat it.

IMAGE EXAMINATION · IMG_4471.JPGSHA-256 VERIFIED
TestExaminationResultBasis
01MetadataSoftware tagImage editor recorded after the camera
02File structureNot cameraQuantisation tables differ from the claimed phone
03CompressionDouble JPEGSaved at least twice since capture
04Pixel analysisRegion ANoise and error level differ from the rest of the image
05Clone detectionNone foundNo duplicated regions within the image
OpinionOverallModerate supportConsistent with editing of Region A
Illustrative example. The examinations and the strength of the opinion depend on the image and its provenance in each case.
Q2

Can you detect AI-generated or AI-edited images?

Often, but no single tool is conclusive. We use several detection methods, examine the image and its file, and check its provenance. The result is reported as a level of confidence, not a yes or no.

ApproachWhat we examine
Multiple detection methodsSeveral independent tools, as each has known strengths and blind spots. No single result is relied on.
Pixel and texture detailUnnatural skin, hair, text, hands and backgrounds, and textures that do not behave like a camera sensor.
Lighting and geometryShadows, reflections and perspective that do not match a real scene.
File and encoderStructure, metadata and compression that point to generation or editing tools rather than a camera.
ProvenanceWhere the image first appeared, earlier versions and any content credentials (C2PA).
Q3

Does missing or wrong metadata mean a photo is fake?

No. Metadata is easily removed or rewritten, and many apps and websites strip it automatically. Missing metadata tells us the file is not as the camera created it, but not whether the picture itself was changed.

Equally, correct-looking metadata does not prove an image is authentic, because editing software can preserve or recreate it. We treat metadata as one line of evidence, tested against the file structure, the pixels and the image’s history. More on image authentication.

Q4

What conclusions can an image forensics report reach?

There is a real difference between finding evidence consistent with manipulation, finding no evidence of manipulation using the examinations performed, and proving an image is authentic. We state which applies, with its level of confidence and the reasons for it.

Image analysis on its own rarely proves authenticity, because a skilled alteration can leave little to detect. The strongest conclusions combine technical findings with provenance, such as the original device, earlier versions or cloud records. Where those are missing, we say what would strengthen the conclusion. More on expert witness services.

Instructing us

What to send us, and what you receive

The original file and its history matter as much as the image itself. Please contact us before sending images so we can arrange a secure transfer.

What to send us

  • The original image file, not a screenshot, download or messaged copy
  • Any RAW file, earlier version or other copies of the same image
  • How and when the image was obtained, and who has handled it
  • The camera or phone the image is said to come from, if known
  • The date, time and place the image is claimed to show
  • Which part of the image is disputed, and why
  • The specific questions you need answered

Please do not send screenshots or images downloaded from social media if the original file exists. Each copy can remove the traces we examine.

What you receive

An independent expert report, prepared in line with the Expert Witness Code of Conduct, that sets out:

  1. Evidence examinedEvery file, with its hash value
  2. ProvenanceWhere the image came from and how it was handled
  3. Methodology and toolsThe examinations performed and how
  4. ObservationsWhat each examination showed, with exhibits
  5. LimitationsWhat the examinations cannot establish
  6. ConclusionsThe opinion and its level of confidence
  7. ExhibitsAnnotated images, maps and comparisons

Our process

How an image examination works

We tell you what the image can support before you commit. You receive a written scope and quote before any work begins.

STEP 01

Initial assessment

We review the image and its history, and tell you what conclusions are possible.

STEP 02

Secure evidence transfer

Encrypted transfer or original media by courier. SHA-256 hash recorded on receipt.

STEP 03

Metadata and file analysis

Metadata extracted and the file structure compared with the claimed source.

STEP 04

Image analysis and review

Pixel-level, compression and AI examinations, then independently reviewed.

STEP 05

Report and testimony

Findings with their limitations, and court attendance if required.

A single image can often be examined within one to two weeks. Multiple images, AI questions or comparison with a device take longer, and urgent court deadlines can be accommodated.

See the full process

EXIF

lost in screenshots

Keep the original file, not a screenshot

Screenshots, downloads and messaging apps strip metadata and re-compress images, removing the traces forensic examination relies on. Keep the original file, the device it came from and any earlier versions, and record how you obtained them.

Frequently asked questions

Image forensics FAQs

Answers to the questions we are asked most often about photographs and still images.

See all FAQs
Can you tell if a photo has been photoshopped?

Often. We look for the traces that editing leaves in the metadata, file structure, compression and pixels, such as cloned or inserted regions and inconsistent noise or lighting. We also consider innocent explanations, and report what the findings support and how confidently.

Can you detect deepfakes or AI-generated images?

We use multiple detection methods and report a level of confidence; no single tool is conclusive. Visual examination, file analysis and provenance are weighed together, because AI-generated images are improving quickly and detection tools have known limits.

Can you analyse a screenshot or an image from social media?

Yes, but the conclusions may be more limited. Screenshots and social media copies have usually lost their metadata and been re-compressed. We can still examine the content and pixels, and the original file or an earlier version makes a much stronger conclusion possible.

Can you tell when and where a photo was taken?

Sometimes. Metadata may record the date, time and GPS location, but it can be wrong, removed or altered. We test it against the image content, the file structure and any other evidence, and report how reliable it is.

Can you prove an image is authentic?

Image analysis alone can rarely prove authenticity. It can show that an image is consistent with an original and that no evidence of manipulation was found. The strongest conclusions combine technical findings with provenance and independent corroborating evidence.

How much does image forensic analysis cost?

Fees depend on the number of images, the questions to be answered, whether AI or device comparison is needed and whether court attendance is required. We offer fixed-fee and hourly engagements, and you receive a written quote before any work begins.

Get expert advice

Find out what your image can show

Tell us what the image shows, where it came from and what is disputed. We will give you a candid view of what an examination can establish before you commit to any work.

Freecall

1800 865 190

email

info@triageforensic.com

Hours

Monday to Friday, 9.00 am to 5.30 pm

All enquiries are treated in strict confidence. Please contact us before sending any footage so we can advise on the most appropriate transfer method. If you do share footage with us, always use a secure method to protect the integrity of your evidence.