Mini Project Category

Artificial Intelligence

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 started as an experiment in virtual fashion UX. Users upload photos and preview outfit variations generated by AI.

AI Changing Room interface
Main interface showing the virtual try-on experience

The hardest part was running advanced models locally on a MacBook Air M1 without dedicated GPU while preserving usable response times.

Technical Details

Tech Stack

PythonStable DiffusionOpenCVFastAPIImage Processing

Key Features

Virtual clothing try-on
User photo upload and processing
Multiple style outputs
Fast iteration workflow
Cross-platform usage

Challenges Faced

No dedicated GPU
Inference time optimization
Realism consistency across inputs
Expectation management in beta stage

Key Learnings

Model optimization is key on constrained hardware
UX clarity matters in AI-heavy tools
Image preprocessing quality impacts output realism
Performance and quality trade-offs must be explicit

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