Project Overview
An AI intelligent fitting system developed for luxury women’s fashion brand MEIN, utilizing advanced computer vision and generative AI technology to automatically convert from clothing flat images or mannequin photos to realistic model wearing effects. The system significantly reduces the cost and time of traditional model photography while ensuring commercial-grade image quality.
Core Features
- Intelligent Model Generation: Generate virtual models that meet brand standards
- Multi-angle Fitting: Automatically generate front, side, back and other multi-angle wearing effects
- Batch Processing: Support batch fitting generation for entire clothing series
- Quality Control: Built-in quality assessment mechanism ensures commercial-standard output
- Style Customization: Adjust generation style and atmosphere according to brand tone
Technical Architecture
AI Core:
- Fine-tuned Stable Diffusion model specifically optimized for clothing fitting scenarios
- ComfyUI workflow design for complex image processing pipelines
- Custom ControlNet models ensuring accurate clothing detail reproduction
Image Processing:
- OpenCV for image preprocessing and post-processing
- Clothing contour detection and segmentation algorithms
- Color matching and texture mapping technology
System Architecture:
- FastAPI backend API services
- React + TypeScript frontend interface
- GPU cluster supporting high-concurrency processing
- Redis caching for improved response speed
Workflow Process
- Input Processing: Upload clothing flat images or mannequin photos
- Parameter Configuration: Set model parameters (height, body type, skin tone, etc.)
- AI Generation: Generate fitting effects through trained models
- Quality Optimization: Automatically adjust lighting, color and details
- Batch Output: Generate final images in multiple angles and sizes
Innovation Highlights
- Brand Customization: AI model deeply customized for MEIN brand style
- Industrial-grade Quality: Generated image quality reaches commercial photography standards
- High-efficiency Automation: Full automation from image input to finished output
- Cost Advantage: Traditional shooting costs reduced from ten-thousand to hundred yuan level
- Rapid Iteration: New product launch cycle shortened from weeks to hours
Business Value
- Cost Control: Significantly reduce traditional costs of models, photography, and post-production
- Efficiency Enhancement: Quickly respond to market demands, accelerate new product launches
- Quality Assurance: Standardized output quality, avoiding manual variations
- Scalability: Support different body type models, meeting diverse needs