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Source image
A clear storefront photo with one Japanese headline painted on a wooden sign. The lettering follows the sign's angle and receives warm side lighting.
Focused image translation workflow
Turn embedded words into another language without rebuilding the artwork. Tell FireRed what to translate and preserve the original placement, hierarchy, material, and scene.
Worked example
Use this runnable brief for a street photo containing a Japanese cafe sign. It defines the source, the requested change, and the acceptance checks instead of pretending a generic showcase is the exact output.
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A clear storefront photo with one Japanese headline painted on a wooden sign. The lettering follows the sign's angle and receives warm side lighting.
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Translate the headline to 'MORNING COFFEE' in place. Keep the two-line hierarchy, painted brush character, cream color, and natural perspective.
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Read every English letter, compare line breaks and margins, then confirm that the wood grain, reflections, people, and storefront remain unchanged.
“Translate the Japanese headline on the wooden cafe sign into English as 'MORNING COFFEE'. Replace only the sign text. Keep the original two-line layout, hand-painted brush style, cream color, spacing, wood texture, perspective, shadows, and every other part of the photo unchanged.”
Translating image text is different from extracting words with OCR. The final asset needs readable target-language copy that still belongs to the original composition.
Specify the target language and, when wording matters, provide the approved translation verbatim so the edit is not also a copywriting guess.
Preserve headline scale, secondary lines, alignment, spacing, and the relative emphasis that guides a viewer through the design.
Keep surface texture, viewing angle, occlusion, lighting, shadows, and reflections so translated text does not look like a flat overlay.
The official FireRed Image Edit showcase demonstrates text-style reference in posters, outdoor photography, and illustrated scenes. It supports the underlying editing capability; it is not presented as the cafe example above.

Lettering can be treated as part of a photographed surface rather than pasted over the final image.
Poster headlines and illustrated lettering show why style, hierarchy, and placement belong in the instruction.
The image comes from FireRedTeam's published project materials, so the capability reference has a traceable source.
A controlled three-step workflow separates translation decisions from visual editing and gives you a clear result to inspect.
Identify every text region, choose the target language, and approve the exact wording before editing. Use a native reviewer for important public copy.
Upload the clearest source, quote the replacement text, and state what must remain fixed: position, hierarchy, style, texture, lighting, and scene details.
Check spelling, punctuation, glyph shapes, line breaks, and visual alignment. Refine one text region at a time when an image contains several labels.
Use in-place translation when localized words must remain visually integrated with an existing photo or design.
Translate signs for travel content, local campaigns, or market previews while retaining the building, material, and camera angle.
Localize a headline or call to action while preserving the campaign's composition, colors, decorative type, and image treatment.
Test translated menu headings or label copy without reconstructing every texture, shadow, photograph, and layout element.
Choose the closest pattern, replace the quoted wording, and add the details that must remain visually unchanged.
“Replace the Spanish headline with the approved English text 'FRESH EVERY MORNING'. Preserve its position, font style, color, line breaks, perspective, and background.”
“Translate only the top-right label from French to English. Keep all other text exactly as it is and preserve the label's size, alignment, print texture, and shadow.”
“Translate the poster headline into German. Fit the approved wording into the same visual hierarchy without shrinking the subtitle or changing the illustration.”
A plausible image can still contain a language or typography error. Treat the result as a production draft and inspect it deliberately.
Verify meaning, spelling, punctuation, accents, numbers, and brand terminology with a fluent reviewer when accuracy matters.
Compare hierarchy, line breaks, margins, alignment, weight, and legibility against the original image at full resolution.
Look for altered objects, texture smearing, halos, broken reflections, or shadows that no longer match the translated lettering.
This page is intentionally limited to language conversion inside an image. Keeping that scope clear helps you choose the right workflow and keeps the instructions precise.
Choose this workflow when the source wording and target language differ and the translated copy must stay inside the existing design.
FireRed performs the visual edit. For legal, technical, or brand-sensitive text, supply a professionally approved translation.
Typo correction, same-language rewrites, and general image text replacement belong to the main AI text-editing workflow.
Practical answers about language accuracy, layout preservation, difficult lettering, and the FireRed editing workflow.
Yes. Provide the target language or approved replacement wording, and FireRed can render the new text into the existing visual context rather than returning plain OCR text.
No. OCR extracts characters for reading or machine translation. This workflow edits the pixels so translated text appears inside the image while preserving its composition.
Ask explicitly to preserve position, hierarchy, alignment, line count, and margins. Different language lengths may still require careful review or a refined prompt.
Yes, and that is the best choice for brand, legal, medical, or technical text. Quote the exact target wording so the task focuses on visual replacement.
It can attempt multiple regions, but one clearly identified region at a time is easier to verify and refine, especially when text is small.
You can request the same visual type style, weight, color, texture, and treatment. Exact proprietary font identification is not guaranteed, so compare the result closely.
Use the highest-resolution source available, with readable lettering and limited blur or occlusion. A focused crop can help when the text occupies a small area.
You can request curved or perspective-aware rendering. Mention the surface and viewing angle, then inspect baselines, edges, shadows, and letter shapes.
Use concise approved wording when possible. Tell the model which hierarchy and boundaries to preserve, and review whether font size or line breaks changed too much.
Yes, but verify prices, ingredients, allergens, measurements, trademarks, and required legal copy independently before publishing the edited asset.
The prompt should say to replace only the named text and keep every non-text detail unchanged. Always compare the generated result with the source.
Write the target language or exact approved wording above, open the editor, upload the source image, generate a draft, and review every character at full size.
Bring an exact translation brief into FireRed, upload the source image, and inspect the localized result before it goes live.
Or provide final approved wording for tighter control.
List layout, styling, perspective, and scene invariants.
Review both language accuracy and image integrity.