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PixelProof – AI Deepfake Detection Prototype

Overview

PixelProof is an AI-powered deepfake detection system that allows users to upload images and receive real-time authenticity analysis using deep learning.

Tech Stack

  • Frontend: React (Vite, TypeScript)
  • Backend: FastAPI (Python)
  • AI Model: TensorFlow (MobileNetV2)
  • Computer Vision: OpenCV

How to Run Backend

cd code/backend python -m venv venv venv\Scripts\activate pip install -r requirements.txt python main.py

Backend runs at: http://127.0.0.1:8000/docs

How to Run Frontend

cd code/frontend npm install npm run dev

Frontend runs at: http://localhost:5173

API

POST /analyze

  • Input: Image file
  • Output: Fake / Real classification

Model

The deepfake detection model is trained using transfer learning with MobileNetV2 and saved as an .h5 file for inference.

Prototype Status

End-to-end pipeline is functional: Frontend → Backend API → AI Model → Result

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