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(Insert image grid: Input / Traditional Img2Img / Depth-to-Image / IP-Adapter / Reference-Only)
I guarantee that Flux Pro will score highest on Latent Faithfulness, while DALL-E 3 will win Prompt Adherence. img2img alternative test
Alternatives promise to solve this by decoupling structure from content . (Insert image grid: Input / Traditional Img2Img /
In practical tests, the success of the script depends heavily on parameter tuning: img2img alternative test
Used the FLUX.1 Pro API via Replicate. Prompt identical to the Midjourney test, but with a specific instruction: "Depth map guidance: preserve the exact composition of the input image."
Standard img2img relies on a "denoising strength" slider to determine how much of the original image is overwritten by the new prompt. The changes this logic by: How to stylize images using Stable Diffusion AI
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