Why Large Text Overlays Can Leave Artifacts
Drawing a solid white or black rectangle over old text is quick, but on backgrounds with gradients, photo noise, shadows, or lighting it can cover intact pixels and leave a visible boundary.
This editor keeps the repair close to the selected text. It can use local MI-GAN inpainting for suitable complex areas and local colour or gradient reconstruction for simpler backgrounds. Complex perspective, foreground objects crossing the letters, and very small text still require close review or the original design file.
Choose a Repair Method Before Styling the New Text
- Use AI inpainting when the model is ready and the masked area contains a suitable texture or photographic detail.
- Use local colour or gradient repair on flat interface panels, banners, labels, and smoothly changing backgrounds.
- Use the removal brush or colour-cover tools when the automatic result needs a tighter mask or a deliberate manual correction.
- Use a large overlay only when hiding the old background is part of the intended design, then match font, size, weight, spacing, colour, stroke, and shadow.
How OCR and Background Repair Work Now
The editor prepares mobile PaddleOCR detection and recognition models in the background. For supported writing systems it uses PaddleOCR first and can run a local Tesseract refinement or fallback for unclear and missed regions. OCR boxes are suggestions: select a detected line, resize it when needed, or use Add OCR box for missed text.
When text is removed or replaced, the editor analyses the selected mask. Suitable complex areas may use the local MI-GAN inpainting model; simpler areas can use local colour or gradient reconstruction. If the model is unavailable or repair fails, the editor falls back where possible and exposes the removal brush and fill tools for manual correction. Model files may download and be cached by the browser, while the image pixels remain in the browser editing workflow.
Frequently Asked Questions
When should I avoid automatic local repair?
Avoid relying on it for complex textures, strong perspective, or subjects crossing the text. Use manual mask refinement and inspect the result, or return to the source design file where possible.
Does local processing mean the editor downloads nothing?
No. The web application, OCR models, repair model, fonts, and runtime files may be downloaded and cached. Local processing means the editing workflow runs on your device; it does not mean the page makes no network requests.
Try Local Text Repair
Use OCR suggestions, editable masks, and local background repair in the browser—then validate the result first on a simple background.
Launch Image Text Editor