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PythonComfyUIDiffusion ModelLLM
AI Game Asset Generator
Project Overview
An automated system that generates various assets needed for game development using AI. By combining Diffusion Models and LLMs, high-quality game graphic assets can be efficiently created.
Key Features
- Automatic Image Generation: High-quality game art generation based on Stable Diffusion
- Prompt Optimization: Automatic prompt engineering using LLM
- Batch Processing: Workflow for bulk asset generation
- Style Consistency: Maintaining unified art style throughout the game
Tech Stack
| Technology | Purpose |
|---|---|
| Python | Backend development and scripting |
| ComfyUI | Image generation pipeline |
| Stable Diffusion | Image generation model |
| LLM (GPT-4) | Prompt optimization |
Development Process
Phase 1: Requirements Analysis
Analyzed the types of assets needed in game development and identified areas that could be automated.
Phase 2: Pipeline Design
Built a reusable image generation pipeline using ComfyUI.
Phase 3: LLM Integration
Developed an LLM-based prompt optimization system to improve prompt quality.
Results and Achievements
- 70% reduction in asset production time
- Improved game quality with consistent art style
- Created an environment where developers can focus more on creative work