README.md

---
title: Frame 0 Laboratory for MIA
emoji: 🔬
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.33.2
app_file: app.py
pinned: false
license: apache-2.0
tags:
- image-analysis
- flux
- prompt-optimization
- computer-vision
- ai
---

# Frame 0 Laboratory for MIA

Advanced image analysis and FLUX prompt optimization tool powered by state-of-the-art vision-language models.

## Features

- **Advanced Image Analysis**: Uses Florence-2 model for detailed image understanding
- **FLUX Optimization**: Applies proven rules for optimal FLUX image generation
- **Professional Prompts**: Adds camera settings, lighting, and technical parameters
- **Quality Scoring**: Multi-dimensional evaluation of prompt quality
- **Clean Interface**: Simple, professional Gradio interface

## How it Works

1. **Upload Image**: Support for JPG, PNG, WebP formats up to 1024px
2. **AI Analysis**: Florence-2 model analyzes content, composition, and style
3. **FLUX Optimization**: Applies camera configurations and lighting setups
4. **Quality Score**: Evaluates prompt across multiple quality dimensions

## Technical Details

- **Model**: Microsoft Florence-2 for vision-language understanding
- **Processing**: CPU/GPU adaptive with memory optimization
- **Interface**: Gradio 4.44.0 with responsive design
- **Optimization**: FLUX-specific rules and enhancements

## Usage

Simply upload an image and click "Analyze Image" to get:
- Optimized FLUX prompt ready for image generation
- Detailed analysis report with technical specifications
- Quality score with breakdown across different dimensions

## Architecture

- **Modular Design**: Clean separation of concerns
- **Error Handling**: Robust error management at every step
- **Memory Efficient**: Automatic cleanup and optimization
- **Scalable**: Ready for batch processing and API integration

## License

Apache 2.0 - See LICENSE file for details

---

*Frame 0 Laboratory for MIA - Advanced AI Research & Development*