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Ideogram 4.5 keeps edited images intact across 30 consecutive edits

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Artificial Analysis ran 30 consecutive real estate staging edits through four image editing models, and Ideogram 4.5 kept most of each image unchanged while others drifted.

Ideogram 4.5 and FLUX 3 left 95% or more of the image untouched on small edits, while GPT Image 2.5 Sunburst re-rendered most of the image and left only about a fifth unchanged. Nano Banana 2.1 kept its edits local but gradually darkened the rest of the image.

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Ideogram 4.5 is the most precise edit model.

Artificial Analysis@ArtificialAnlys
We gave four frontier image editing models the same photo and 30 edits in a row: Ideogram 4.5 keeps most of the room intact, while the others drift, GPT Image 2.5 Sunburst most visibly. We've seen some interesting demos of multi-turn editing consistency from the latest image editing models, so we ran our own test: GPT Image 2.5 Sunburst, #1 on our Image Editing leaderboard, against Ideogram 4.5, FLUX 3 and Nano Banana 2.1. Our leaderboard scores single edits; this tests what happens when 30 consecutive changes stack up, with each model editing its own previous output through a 30-step real estate staging sequence: light the fire, add a sofa, repaint the walls, swap day for twilight, and more. Why are the final results so different? @ideogram_ai's Ideogram 4.5 and @bfl_ml's FLUX 3 edit locally. On small edits like adding a vase of tulips, we measured that they left 95% or more of the image essentially untouched. GPT Image 2.5 (Sunburst) re-renders most of the entire image on every edit, leaving only about a fifth of the image unchanged, so small shifts in colour and detail compound over turns. Nano Banana 2.1 sits in between: its edits stay local, but the rest of the image shifts slightly and gradually darkens.
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Source: Ideogram · x.comPublished · added here