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CASE · Production pipeline

A repeatable ComfyUI pipeline for item icons

ArtProduction

The art team locks item-icon styling into a ComfyUI workflow. Artists supply line art, substantially reducing per-icon time during production.

Preview dataAdded 2026-10-18·Checked 2026-10-18·1 source ↓·Newsletter #001
L2Demonstrated
01tool
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01

Pipeline overview

Engine-agnostic
IN Input

Line art + item-type tags + style LoRA

TOOL Tool stack
COComfyUI
Engine-agnostic
OUT Output

512×512 transparent icons with four rarity palettes

02

Human review and known limitations

Production limitations
✷ Human review2 checks
  1. 01Check each batch for consistent brand and rarity colours.
  2. 02Small details such as chains and lettering often blur and need manual edits.
Known limitations1 limitation
  1. 01LoRA training needs at least several dozen finished icons.
03

Production retrospective and practical notes

Workflow

Line art → ControlNet composition → style LoRA colouring → background removal → batch rarity palettes.

04

Sources

1 source link
  1. 01
    Example source: technical video on BilibiliExample creator

Reproduction kits

Preview data · indicative price $12

6 reproduction steps · 3 failure examples

  • Workflow configuration (preview contents)
  • Failure examples and explanations (preview contents)
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