ChehreAra - Virtual Makeup Application

Description

Duration: Joined the project at Sep 2023 until Dec 2023
Team Size & Role: 4 Developers and my role was AI Engineer.
Tech Stack: Mediapipe, OpenCV, Celery, FastAPI, Redis
Employer: Behnaab Atieh Artin Saba - Chehre Ara

Overview

ChehreAra is a virtual makeup application that leverages advanced computer vision and artificial intelligence technologies to provide a realistic and interactive makeup try-on experience. The application allows users to experiment with various makeup products and styles in real-time, offering a sophisticated and user-friendly interface for virtual beauty transformation.

Key Features

1. Comprehensive Makeup Tools

• Lip Products
  • Lipstick with customizable colors and finishes
  • Multiple lip gloss options for different effects
  • Natural blending and texture simulation
• Eye Makeup
  • Advanced eyeliner tools with various styles
  • Multiple eyeshadow brushes and effects
  • Eyebrow enhancement and shaping
  • Mascara application simulation
• Face Makeup
  • Foundation with skin tone matching
  • Blush and bronzer with natural blending
  • Contour and highlight tools
  • Concealer with precise application

2. Advanced Technical Features

• Real-time face detection and tracking
• Precise facial landmark detection
• Automatic skin tone analysis
• Natural color blending and texture mapping
• Edge-aware smoothing and filtering
• High-performance image processing

Technical Architecture

The application is built on a modern, scalable architecture:

1. Frontend Layer
   • Streamlit-based web interface
   • Responsive and intuitive user controls
   • Real-time preview capabilities
2. Processing Layer
   • Redis-based task queue system
   • Microservice architecture for scalability
   • Efficient image processing pipeline
3. Computer Vision Engine
   • MediaPipe integration for face detection
   • Custom landmark detection and tracking
   • Advanced mask generation and blending
   • Color interpolation and adjustment

Advantages

1. High-Quality Results
   • Professional-grade makeup simulation
   • Natural-looking effects
   • Precise facial feature detection
2. User Experience
   • Intuitive interface
   • Real-time preview
   • Wide range of makeup tools
   • Customizable options
3. Technical Excellence
   • Efficient processing pipeline
   • Scalable architecture
   • Modern technology stack
   • Cross-platform compatibility

Challenges and Limitations

1. Processing Requirements
   • Requires significant computational resources
   • May experience latency with complex effects
   • High-quality webcam/image required for best results
2. Technical Constraints
   • Limited to front-facing portraits
   • Dependent on lighting conditions
   • May struggle with extreme angles

Future Improvements

1. Enhanced Features
   • 3D makeup simulation
   • Texture and glitter effects
   • Custom makeup preset creation
   • Makeup tutorial integration
   • Social sharing capabilities
2. Technical Enhancements
   • GPU acceleration support
   • Offline processing mode
   • Mobile application development
   • AR integration for live preview
   • AI-powered makeup recommendations
3. User Experience
   • User profiles and preferences
   • Makeup history and favorites
   • Product recommendations
   • Professional makeup artist collaboration tools
4. Platform Integration
   • E-commerce integration
   • Social media sharing
   • Virtual makeup artist consultations
   • Community features

Conclusion

ChehreAra represents a significant advancement in virtual makeup technology, offering a powerful and user-friendly platform for both casual users and beauty professionals. With its robust technical foundation and comprehensive feature set, it provides an excellent base for future innovations in the virtual beauty space.