AdInsight - Advanced Ad Analytics Platform

AdInsight is an end-to-end platform for analyzing video advertisements using eye-tracking, emotion detection, and object recognition technologies. Combined with AI-powered analysis, it provides actionable insights for advertisers to optimize their content.

Project Structure

• FastAPI Backend

  • fast_api_server.py - Main API server
  • app_copy.py - Chatbot functionality with Ollama integration
  • server.py - Video processing and object detection routines
  • metrics_generator.py - Generates analytics from MongoDB data

• React Frontend

  • react/ - React application code
  • react/src/pages/ - Application pages and views
  • react/src/components/ - Reusable UI components
  • react/src/services/ - API communication
  • react/src/context/ - State management

Key Features

1. Video Ad Processing

   • Upload YouTube URLs
   • Automatic object detection using YOLO
   • Store results in MongoDB

2. Analytics Dashboard

   • Emotional response analysis
   • Object attention analysis
   • Viewer demographics
   • Key performance metrics

3. AI Chatbot

   • Interactive analysis of ad data
   • Customizable queries
   • Multiple LLM options (via Ollama)
   • Comprehensive report generation

4. User Management

   • Authentication and authorization
   • Ad library management
   • Settings and preferences

Technology Stack

• Backend

  • FastAPI
  • MongoDB
  • PyTorch / YOLO for object detection
  • Ollama for local LLM access

• Frontend

  • React
  • Material-UI
  • Chart.js for data visualization
  • Axios for API communication

Getting Started

See startup_instructions.md for detailed setup and running instructions.

License

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