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art-direction-prompt-refiner

将粗糙的图像生成提示转化为一致、有效的艺术指导。当从AI图像生成器得到不一致的结果时,需要与现有风格相匹配的变化,或者将模糊的想法转化为精确的提示时使用。输出结构化的提示、负面提示和构图变体。

person作者: jakexiaohubgithub

Art Direction Prompt Refiner (Stil-Regisseur)

Transform rough image generation prompts into consistent, effective art direction.

When to Use

  • Getting inconsistent results from image generators
  • Need variations that match existing style
  • Translating vague ideas into precise prompts
  • Maintaining visual consistency across assets

Process

1. Parse Raw Request

Extract from user's messy prompt:

  • Subject: What's being depicted
  • Mood: Emotional tone
  • Style hints: Any mentioned aesthetics
  • Context: Where this will be used

2. Define Style Anchors

Style Framework:
- Medium: [digital art, vector, watercolor, 3D render]
- Rendering: [flat, gradient, realistic, painterly]
- Detail level: [minimal, moderate, intricate]
- Color approach: [limited palette, full color, monochrome]
- Mood keywords: [3-5 consistent terms]

3. Build Structured Prompt

Template:

[SUBJECT], [MEDIUM/STYLE], [RENDERING APPROACH],
[COLOR PALETTE DESCRIPTION], [MOOD/ATMOSPHERE],
[COMPOSITION NOTES], [TECHNICAL SPECS]

4. Add Negative Prompt

Negative: [unwanted elements], [wrong styles],
[technical issues to avoid], [mood conflicts]

5. Generate Variants

Variant A (Center-focused):
"[subject] centered in frame, symmetrical..."

Variant B (Left-heavy):
"[subject] positioned left third, negative space right..."

Variant C (Close-up):
"[subject] close-up detail, cropped view..."

Variant D (Environmental):
"[subject] in full environment, establishing shot..."

Example Transformation

Raw prompt: "ice climber on mountain, looks cool, winter vibes"

Refined prompt:

Ice climber ascending frozen waterfall on dramatic mountain peak,
flat minimalist vector illustration style,
muted teal and navy color palette (#0c1e2b, #1e3a5f, #64b5f6),
soft gradient shading, night atmosphere with subtle stars,
silhouetted pine trees in foreground for depth,
vertical composition emphasizing height,
transparent or dark navy background for UI integration

Negative: photorealistic, 3D render, outlines, busy details,
bright saturated colors, daylight, grain texture, lens flare

Style Term Reference

Medium/Style

| Term | Effect | |------|--------| | vector illustration | Clean edges, scalable | | flat design | Minimal shadows, bold shapes | | soft gradient | Gentle depth, dreamy | | low poly | Geometric, modern |

Mood Keywords

| Vibe | Use These | |------|-----------| | Calm | serene, peaceful, tranquil, soft | | Dramatic | epic, intense, powerful, dynamic | | Cozy | warm, inviting, comfortable | | Mysterious | ethereal, mystical, enchanted |

Technical Specs

For UI backgrounds:
- "transparent background" or "solid [color] background"
- "[orientation] composition"
- "negative space for text overlay"

For hero images:
- "high resolution"
- "clean edges for masking"