{
  "id": 584044,
  "title": "How We Made Image Copy-Detection ~1,000,000 Faster — by Refusing to Look at Pixels",
  "url": "https://urgent.news/2026/08/11/how-we-made-image-copy-detection-1-000-000-faster-by-refusing-to-look",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-08-11T17:01:13.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/matias_affolter/how-we-made-image-copy-detection-1000000x-faster-by-refusing-to-look-at-pixels-3c50"
  },
  "original_language": "en",
  "account": null,
  "summary": "Structural hashing for pixel art: a 1024-byte key that answers 'is this the same artwork?' in 115 nanoseconds — and then tells you exactly what was edited. Nine days, or one second. That is the real distance between the naive answer and the structural one — measured, on a single CPU core, for the same question asked of the same ten million images. This article is the story of that gap, and of the…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}