Face AI Detector (ViT Specialist)

This model is a fine-tuned version of the Vision Transformer (ViT) specialized in detecting AI-generated faces (StyleGAN/ThisPersonDoesNotExist).

Performance Summary

  • AUC-ROC: 0.91
  • Real-Face Accuracy: 91%
  • AI-Face Accuracy: 81%

Project Notes

The model was trained using Sequential Transfer Learning:

  1. Initial training on CIFAKE for general AI artifacts detections.
  2. Specialist refinement on high-resolution facial datasets to identify StyleGAN-specific inconsistencies in skin texture and facial geometry.
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