Opinionated text 2 image studyFibo 2 turbo edit (4 steps) vs Klein 9b (4 steps) vs Qwen 2.1 turbo (8 steps)

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↑ ↓ scenes · ← → images · hold Space plain ↔ enhancedScroll to zoom · double-click to zoom or fit

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Full original prompt

Executed prompt

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Methodology, run settings and caveats

Run settings

~1 megapixel, same seed 424242. CFG 1.

Resolution alignment: multiples of 16 pixels for Klein & Fibo, 32 pixels for Qwen.

Models used

Prompt enhancement

Luna 6 with xhigh reasoning. Plain prompts are used as written; enhanced prompts receive one expansion.

The original and executed prompts are shown above.

Caveats

Fibo edit turbo is not meant for text-to-image. The developers recommend Fibo 2.0 Dev for that.

Canvas dimensions are identical across models for each case.

One seed and a small set of cases do not establish an overall model ranking. Visible failures are retained.

Image-editing benchmark source ↗