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AtlasRepo

How I Edit Text That Is Already Baked Into an Image

Description and use

Reword Image lets you replace or remove text already baked into an image while preserving background texture, lighting, and perspective, offering a more natural result than overlaying new text.

Problem

Editing text that has been flattened into an image when the original design file is unavailable.

Outcome

Reword Image successfully replaces or removes text in images while maintaining visual consistency, outperforming generic overlay methods.

Workflow

  • Upload a JPG, PNG or WebP
  • Type the current text in the image
  • Type the replacement text
  • Generate, compare against the original, download

Evidence

There's a specific image problem that most tools have no good answer for: the words are already part of the picture, and the original design file is gone.

Source

The obvious workaround is to cover the old words with a rectangle and type new ones over the top. It demos fine and falls apart immediately: The background is never flat. The lighting is baked in. The lettering has depth.

Source

Input quality dominates the result, so it's worth being specific instead of listing features.

Source

The workflow: 1. Upload a JPG, PNG or WebP 2. Type the text that's currently in the image 3. Type the replacement 4. Generate, compare against the original, download

Source

  • Record date: 2026-10-04T16:40:49.742Z