character-design-sheet
Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, chara
By inference-sh · 11 installs
npx skills add inference-sh/skills --skill character-design-sheet
Source repository · Upstream listing
Install the belt CLI skill: npx skills add belt sh/cli
Character Design Sheet
Create consistent characters across multiple AI generated images via [inference.sh](https://inference.sh) CLI.
Quick Start
Requires inference.sh CLI ( belt ). [Install instructions](https://raw.githubusercontent.com/inference sh/skills/refs/heads/main/cli install.md)
The Consistency Problem
AI image generation produces different looking characters every time, even with the same prompt. This is the 1 challenge in AI art for any project requiring the same character across multiple images.
Solutions (Ranked by Effectiveness)
Technique Consistency Effort Best For
FLUX LoRA (trained on character) Very high High (requires training data) Ongoing projects, many images
Detailed description anchor Medium high Low Quick projects, few images
Same seed + similar prompt Medium Low Variations of single pose
Image to image refinement Medium Medium Refining existing images
Reference image in prompt Varies Low When model supports it
Reference Sheet Types
1. Turnaround Sheet
Shows the character from multiple angles:
2. Expression Sheet
Shows the character's face with different emotions:
Minimum 6 expressions: neutral, happy, angry, sad, surprised, thinking.
3. Outfit/Costume Sheet
Multiple outfits for the same character:
Outfit Description
Casual Bomber jacket, t shirt, jeans
Work Blazer, button down, slacks
Athletic Sports bra, leggings, running shoes
Formal Evening dress, heels
4. Color Palette Sheet
Document exact colors for consistency:
The Description Anchor Technique
The most practical consistency technique: write a 50+ word detailed description and reuse it exactly in every prompt.
Template
Example
Use this exact block in EVERY prompt for this character, only changing the action/pose/scene.
Proportion Guide
Style Head to Body Ratio Best For
Realistic 7.5 : 1 Film, photorealistic
Heroic 8 : 1 Superheroes, action
Anime/Manga 5 6 : 1 Japanese animation style
Stylized 4 5 : 1 Western animation
Chibi/Super deformed 2 3 : 1 Cute, comedic, mascots
Include proportion style in your prompts: "realistic proportions" vs "anime style proportions" vs "chibi proportions"
Using LoRA for Consistency
For projects requiring many images of the same character, train a LoRA:
LoRA Training Tips:
Need 10 20 reference images of the character (consistent style)
Train on specific trigger word (e.g., "maya chen")
Scale 0.7 0.9 balances consistency with prompt flexibility
Lower scale = more creative freedom, higher = more strict matching
Common Consistency Failures
Issue Why It Happens Mitigation
Hair color drift Model interprets "red hair" differently each time Use specific shade: "auburn red C0392B"
Eye color change Low priority in generation Mention eye color early in prompt
Outfit inconsistency Model fills in details creatively Describe every clothing item explicitly
Age shift Vague age description Use "mid twenties" not "young"
Face structure change Different generations = different faces Use LoRA or same seed base
Proportion shift Style interpretation varies Specify "7.5 head proportions"
Character Bible Template
For ongoing projects, maintain a character bible document:
Common Mistakes
Mistake Problem Fix
Vague descriptions Different character every time 50+ word detailed anchor
Inconsistent prompt structure Varying emphasis = varying results Same structure, only change action/scene
Generating one view only Can't use character in different contexts Create full turnaround reference
No color documentation Colors drift across generations Record exact hex codes
Skipping expression sheet Character feels one dimensional Generate 6+ expressions
Not using LoRA for big projects Inconsistency compounds Train LoRA for 10+ image projects
Related Skills
Browse all apps: belt app list