🏥 DermaScan - AI-Powered Skin Diagnosis Platform

🎯 Overview

DermaScan is a platform that uses AI and computer vision to provide basic skin condition assessments. Users can upload skin images and get AI-generated diagnoses, product recommendations, and expert advice.

The project is currently in development, and the AI model will offer more accurate visual analysis in the future.

✨ Features

🔬 AI-Powered Diagnosis

• Skin Image Analysis: Upload skin images for AI analysis
• Condition Detection: Identify various skin conditions with confidence scores
• Medical Descriptions: Receive detailed, user-friendly explanations of detected conditions
• GPT-4o Integration: Advanced language model for comprehensive medical responses

👤 User Management

• Custom User Model: Extended user profiles with medical history
• JWT Authentication: Secure token-based authentication system
• Social Authentication: Google OAuth integration
• User Dashboard: Personalized health tracking and history

💬 Interactive Chat System

• AI Dermatologist Chat:Conversation with AI
• Message History: Persistent chat conversations
• Contextual Responses: AI responses based on user message and uploaded images

🛍️ Product Recommendations

• Personalized Suggestions: AI-driven product recommendations based on diagnosis
• Condition-Specific Products: Curated product lists for different skin conditions
• User Preferences: Customizable recommendation algorithms

🔧 Technical Features

• RESTful API: Comprehensive API endpoints for all functionality
• Async Processing: Celery-based background task processing
• API Documentation: Interactive Swagger/OpenAPI documentation

🛠️ Technology Stack

Backend

• Python 3.13: Latest Python version for optimal performance
• Django 5.2: High-level web framework for rapid development
• Django REST Framework: Powerful toolkit for building Web APIs
• Celery 5.4: Distributed task queue for background processing
• PostgreSQL 15: Robust, open-source relational database
• Redis 7: In-memory data structure store for caching and message brokering

AI & Machine Learning

• OpenAI GPT-4o: State-of-the-art language model for medical responses
• Pillow: Python Imaging Library for image processing
• Custom AI Models: Specialized models for skin condition detection

Authentication & Security

• JWT (JSON Web Tokens): Stateless authentication mechanism
• Django Allauth: Comprehensive authentication system
• Google OAuth: Social authentication integration

DevOps & Deployment

• Docker & Docker Compose: Containerized application deployment
• Gunicorn: WSGI HTTP Server for production deployment
• Health Checks: Automated service health monitoring
• Environment Management: Secure configuration management

Development Tools

• Swagger/OpenAPI: Interactive API documentation
• Django Extensions: Enhanced development utilities
• Pipenv: Dependency management and virtual environment
• Git: Version control system

🏗️ Architecture

DermaScan/
├── derma_scan/                 # Main Django project
│   ├── derma_scan/            # Project settings and configuration
│   ├── users/                 # Custom user management
│   ├── scans/                 # Skin image processing, diagnosis and product recommendation
│   ├── chats/                 # AI chat system
│   ├── ai/                    # AI task processing
│   └── apis/                  # REST API endpoints
│   
├── docker-compose.yml         # Multi-container orchestration
├── requirements.txt           # Python dependencies
├── Pipfile                    # Pipenv dependency management
└── README.md                  # Project documentation

Service Architecture

• Web Service: Django application with Gunicorn
• Celery Worker: Background task processing
• PostgreSQL Database: Primary data storage
• Redis: Caching and message broker