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How to improve the consistency of the generated image with the physical item?

2025-08-24 1.2 K

Key control points

Ensuring that AI-generated images truly reflect the characteristics of the goods requires a systematic quality control scheme:

  • Reference image selection criteria::
    1. Use professionally photographed prints (not modeling prints)
    2. Maintain a resolution of 2000px or more
    3. Uses a solid color background
    4. Includes product standard color cards
  • Cue word engineering::
    • Add a description of the material (e.g. "100% Cotton T-shirt").
    • Specify exact color number (Pantone or RGB values)
    • Include size proportions (e.g. "70% of screen height")
  • Post-calibration mechanism:: It is recommended that CLIP scores be evaluated after generation (a built-in function of UNO), and parameters should be adjusted to regenerate when the similarity is below 0.7

Advanced Tip: For high-value items, fine-tune the model with 5-10 multi-angle images (using UNO's TRAIN mode) before generating the official matching image.

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