Review likeness, hands, hair, accessories, text, and reflections against the source. Use a practical checklist without pretending visual inspection proves authenticity.
Compare the generated portrait with its source, first at normal size and then in important details. Check recognizable features, hands, accessories, text, and the relationship between reflections and objects. Decide whether the changes fit your intended use. A convincing-looking image is not proof that every detail is accurate.
A playful restyled portrait and a factual professional photograph have different expectations. Decide what must remain accurate before judging how attractive the output looks. If it represents another person, include that person in the selection.
Adobe lists text and anatomy among known limitations of its Firefly system. That is evidence that plausible generation can contain mistakes, not a specification of how Meluvya behaves. Review the actual output rather than assuming every generator has the same strengths.
| Area | What to compare |
|---|---|
| Face and hair | Recognizable features, hairline, and changes the person did not intend. |
| Hands and contact points | Finger relationships and how hands meet clothing, objects, or another person. |
| Accessories | Glasses, earrings, straps, and repeated elements that should connect coherently. |
| Text and symbols | Readable words, logos, and signs that may have changed. |
| Reflections and background | Whether visible relationships make sense within the image. |
Real photographs can also contain blur, unusual reflections, and perspective effects. Conversely, a generated image can look coherent. These checks assess suitability and consistency; they do not prove the image's origin.
For a portrait used to document something that happened, a generated scene is not a substitute for the original evidence. Keep the source and avoid presenting invented surroundings or details as a recorded event.
No. A visual anomaly alone does not establish origin. Use the checklist to review the picture, not to make unsupported accusations.
Prioritize details that affect meaning, likeness, or the intended display. A changed facial feature matters more than an irrelevant distant texture.
It can make comparison easier and reduce ambiguity in the input, but it does not guarantee a particular generated result.
One generator's documented text and anatomy limitations; not a Meluvya feature specification.
Drafted with AI assistance. Technical background was checked against the sources above.
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