01
Preserve the type style
Ask FireRed to retain letter weight, color, texture, shadows, and decorative treatment while changing the message.
FireRed Image Edit 1.1 text workflow
Replace, rewrite, or translate words inside a photo while keeping the surrounding design intact. FireRed Image Edit 1.1 follows natural-language instructions and preserves visual context.
A focused text-editing workflow
Traditional photo editors make text replacement a manual reconstruction task. FireRed treats the words, styling, and surrounding image as one editing instruction.
01
Ask FireRed to retain letter weight, color, texture, shadows, and decorative treatment while changing the message.
02
Perspective, lighting, occlusion, and background context stay part of the edit instead of becoming a flat overlay.
03
Use English or Chinese instructions and request translation or replacement inside the same visual composition.
The official FireRed showcase demonstrates stylized text reference across posters, outdoor scenes, and illustrated compositions.

Replace a headline while keeping the original visual hierarchy and decorative lettering.
Edit words that follow real-world perspective, surface texture, and scene lighting.
Reference handwritten, illustrated, or dimensional type without rebuilding the artwork from scratch.
A precise instruction is usually more useful than a long prompt. State what must change and what must remain fixed.
Choose the clearest available version. Higher-resolution letters give the model more information about font shape and texture.
Quote the old and new text, then specify invariants such as font, color, alignment, shadows, and perspective.
Check spelling and character shapes at full size. If needed, repeat with a narrower instruction that changes only the text.
Use this workflow when the text is visually integrated into an image and a simple overlay would look artificial.
Update dates, offers, event names, and calls to action without recreating the original layout.
Test alternative names or labels while keeping material, print texture, and studio lighting consistent.
Translate signs or headlines for another market while preserving the surrounding visual system.
Start with one of these structures, then replace the quoted words and the visual constraints with details from your image.
“Replace the text 'OPEN DAILY' with 'OPEN LATE'. Change only the words; preserve the font, size, color, spacing, and perspective.”
“Translate the headline into English and render it in the same position, handwritten style, lighting, and material texture.”
“Correct the misspelled word on the sign. Keep every other letter, object, shadow, reflection, and background detail unchanged.”
AI text can look convincing at a glance but still contain small character or spacing errors. Review the result like a production asset.
Zoom in and verify spelling, punctuation, repeated letters, and language-specific glyphs.
Check baselines, margins, kerning, and line breaks against the source composition.
Look for halos, mismatched shadows, or flat text that no longer follows the surface.
FireRed 1.1 extends the open-source model with improved stylized text reference, portrait consistency, and multi-element editing.
The model changes an existing image from an instruction instead of generating an unrelated composition from scratch.
Model weights, code, a technical report, and official examples are available from FireRedTeam.
Move from this task guide to the online editor, the 1.1 model hub, and related image-editing use cases.
Answers to the practical questions people ask before replacing text inside a photo.
Yes. FireRed Image Edit uses the image and your instruction together, so it can replace visible words while reconstructing the surrounding pixels.
Ask explicitly to preserve typeface, weight, size, color, texture, and spacing. Stylized text reference is a stated capability of FireRed Image Edit 1.1.
You can request it, but inspect the result closely. Clear source letters and a prompt that mentions perspective improve the chance of a coherent edit.
Yes. State the target language and ask the model to keep the original placement and visual style.
Quote the incorrect and corrected words, then add 'change only this word' and list the parts of the image that must remain unchanged.
The hosted editor accepts common web image formats such as JPEG, PNG, and WebP.
Those are strong use cases because the text is part of a designed surface. Review brand, legal, and packaging details before publishing.
Start with a higher-resolution crop, make one replacement at a time, and specify the exact text and style constraints.
Include those invariants in the prompt. The model uses scene context, but production results still need visual inspection.
Yes. FireRedTeam publishes the code and model resources through GitHub, Hugging Face, and ModelScope.
Review the current model and hosted-service license terms for your use case, and confirm that you own rights to the source image and text.
Enter one precise text replacement above, open the editor, upload your image, and compare the result against the original at full size.
Write the exact change, carry the prompt into FireRed Image Edit 1.1, and review the result at production size.
Tell the model what changes and what stays fixed.
Keep layout, lighting, and perspective in the editing request.
Narrow the next prompt to the remaining text issue.