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Dev.to
Dev.to
6/26/2026
Classifier-free guidance above 7.5 oversaturated our product renders

Classifier-free guidance above 7.5 oversaturated our product renders

Short summary

Classifier-free guidance above 7.5 pushes SDXL latents outside the model's training distribution, causing blown highlights and oversaturation. CFG rescale (factor 0.7) plus dynamic thresholding reduces oversaturated renders from 18% to under 2% without retraining. Includes production code and sweep methodology for debugging high-guidance artifacts.

  • CFG scales >7.5 cause variance inflation in latents, pushing decoded pixels into saturation and color drift
  • CFG rescale (0.7) combined with dynamic thresholding reduces oversaturated renders from 18% to <2%
  • Provides exact Python implementation, parameter sweep (0.0–1.0), and validation metrics (CLIP similarity, saturation %)

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