~/talk

How I built the world’s most efficient deepfake detector with $100

Talkat Jfokus 2023 · 2023-02-06..02-08· [security, machine-learning]
slides:none on file

Claims a 100% reliable detector for images from ThisPersonDoesNotExist.com and a method to recover the exact generation timestamp by continuously scraping the site (it produces ~72,000 images/day ≈ 1/sec and often serves identical cached images globally). Implementation runs on a $100-ish Jetson Nano, computes FaceNet visual hashes for huge storage reduction (~200×) and indexes vectors with OpenSearch KNN, enabling sub-second similarity lookups and robust matches despite social-media recompression, flips or small edits.

AI-written summary · about

  1. 0:00The deepfake problem
  2. 2:51Understanding neural networks
  3. 5:52How GANs function
  4. 14:13Detecting AI-generated faces
  5. 19:55Building a detection system
  6. 30:57System architecture overview
  7. 33:47System demo and results
  8. 40:04Future implications
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