Deepfake Detection API
Production-ready deepfake detection system built with Vision Transformer (ViT) and FastAPI. Deployable REST API for real-time face authenticity verification.
Overview
A production-ready deepfake detection system demonstrating the full pipeline from model to deployment — something most research-only projects never show. Built to bridge the gap between academic deepfake detection research and real-world application.
Architecture
- Vision Transformer (ViT) backbone for feature extraction
- FastAPI REST backend for scalable inference
- Preprocessing pipeline for face detection and alignment
- JSON API responses with confidence scores
Features
- REST API endpoint for single image and batch inference
- Real-time inference suitable for production deployment
- Clean, documented codebase with usage examples
- Docker-ready for containerized deployment
Tech Stack
Python · PyTorch · Vision Transformer · FastAPI · OpenCV · Docker