AI Changing Room
In Beta
Virtual clothing try-on simulator using generative AI and advanced image processing.
Date
2024-02
Duration
1 month
Team
solo
Difficulty
hard
Project Story
AI Changing Room was born from curiosity about virtual fashion technology. Users can upload their photos and see how different clothes would look on them using AI-powered virtual try-on technology.
Main interface showing the virtual try-on experience
The biggest challenge was running complex AI models locally on MacBook Air M1 without GPU acceleration. This required careful optimization and model selection to maintain performance while delivering quality results.
Technical Details
Tech Stack
Python Stable Diffusion OpenCV FastAPI Image Processing
Key Features
✓ Virtual clothing try-on
✓ Realistic AI generation
✓ Multiple clothing styles
✓ User photo upload
✓ Real-time processing
✓ Multi-platform support
Challenges Faced
⚠ Limited GPU resources
⚠ Model performance optimization
⚠ Realistic image generation
⚠ User expectation management
Key Learnings
💡 AI model fine-tuning challenges
💡 Image processing optimization
💡 User interface design for AI tools
💡 Performance tuning on limited hardware
💡 Model size vs. quality trade-offs