Stable Diffusion Prompt for Coloring Book

Stable Diffusion is an AI image generation model that can create unique illustrations and art from text descriptions. With the right prompts, Stable Diffusion works exceptionally well for generating coloring book style images.

The key to getting good outputs is crafting descriptive prompts that clearly depict the desired image. Prompts should specify elements like line thickness, level of detail, backgrounds, etc. Using the proper formatting and style cues is also important.

This article will provide prompt examples and tips to create quality coloring book pages with Stable Diffusion.

Formatting Stable Diffusion Prompts

When writing Stable Diffusion prompts, follow these formatting guidelines:

  • Use comma separated lists to specify multiple descriptive elements
  • Use parentheses for negatives, e.g. (photo), (realistic)
  • Put style and aesthetic cues in quotes, e.g. “disney style”, “tim burton”
  • Use title case for prompt concepts, e.g. “Princess Castle”
  • Capitalize special terms like HD, HDR, etc.

Essential Elements for Coloring Book Prompts

Include these elements in your prompts to optimize them for coloring book images:

  • Specify black and white or line art
  • Emphasize clean, simple lines
  • Add coloring book style cues
  • Make backgrounds plain white if needed
  • Increase detail for intricacy
  • Request high resolution if possible

Sample Prompts

Here are some example prompts for generating coloring book pages with Stable Diffusion:

An owl wearing a graduation cap and gown, coloring book illustration, black and white line art, detailed feathers, fine lines, thin clean strokes on white background

Fractal flower mandala, intricate details, delicate line art, coloring book page, white background, high resolution

Cute cartoon turtle with shell pattern, black and white line drawing, coloring book style, smooth clean lines, plain white background

Useful Style and Concept Cues

Take your Stable Diffusion coloring book prompts further by incorporating additional style and concept cues. Here are some to try:

Art Styles

  • “disney style”
  • “tim burton style”
  • “studio ghibli”
  • “pixar”
  • “where the wild things are”


  • “fairy”
  • “dragon”
  • “unicorn”
  • “mermaid”
  • “superhero”
  • “steampunk”

Textures and Patterns

  • “fractal”
  • “mandalas”
  • “geometric pattern”
  • “aztec”
  • “paisley”


  • “owl”
  • “fox”
  • “sloth”
  • “narwhal”
  • “axolotl”

Mix and match these elements to create an endless variety of delightful coloring book pages with Stable Diffusion!

Advanced Prompt Writing Tips

Follow these tips to further improve your coloring book prompts:

Emphasize Line Art Style

Use terms like “line art”, “line drawing”, “ink drawing”, etc. Repeating this cue helps Stable Diffusion recognize that you want clean, simple lines.

Request Minimal Shading

Add negatives to avoid too much shading, like “(shading), (shadow), (gradient), (tone)”.

Make Page Layouts Interesting

Prompt visually appealing page layouts, like “a full page illustration of a unicorn”.

Specify Number of Elements

If you want exactly one main subject, indicate that, e.g. “a single flower”.

Fix Unwanted Outputs

If an output isn’t quite right, take the best parts and update your prompt. Describe the improvements.

Creating Your Own Training Data

You can further customize Stable Diffusion for coloring books by training it on your own data. Follow this process:

  1. Collect 100-1000 relevant coloring book images
  2. Curate the images, removing duplicates and low quality samples
  3. Annotate the images to help Stable Diffusion recognize the style
  4. Train a custom model with the data using Diffusers library
  5. Generate new coloring book images with your specialized model

With some effort, you can produce an AI assistant tailored for your specific coloring book needs.


Crafting the perfect prompts is key to generating top-notch coloring book illustrations with AI. Use descriptive prompts, proper formatting, style cues, and these advanced tips to create intricate, beautiful line art with Stable Diffusion. Let your imagination run wild!

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