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How to avoid the problem of duplicate descriptions in content creation?

2025-08-24 1.2 K

Creative Description Anti-Repetition Three-Level Scheme

In response to the problem of description homogenization in video creation, Describe Anything offers the following innovative solutions:

Base Layer - Parameter Regulation

  • Creativity Degree Enhancement Portfolio:
    • temperature = 0.7 (increased randomness)
    • top_p=0.95 (expanded thesaurus sampling)
    • Add the -creative_mode parameter
  • Example Comparison:
    • Regular Output: "A black cat walking."
    • Creative output: "The oily black cat is pacing gracefully in the moonlight, his tail moving like a symphony baton"

Middle Tier - Tip Project

  1. Install the Style Extension Pack:
    pip install dam_creative_pack
  2. Loading literary style templates:
    • Poetic mode: -style=poetic
    • Suspense mode: -style=thriller

Advanced Layer - Cross Media Convergence

  • Linking Stable Diffusion to Generate Derivative Screen
  • Combining CLIP models for style consistency validation
  • Final generation of polymorphic content: short video script + narration + split-screen description

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