Tag: ml

All the articles with the tag "ml".

• 

  I Built a Visual Fallback for Failed Conforms

  8 Jun, 2026

  When metadata-based conform fails, the colourist has to find the right source clips manually. I built a fallback that matches them visually, borrowing the seed-and-extend pattern from bioinformatics. 100% correct clip on a real 207-event EDL.

• 

  Slate Hunting, Automated

  8 Jun, 2026

  A confidentiality constraint that ruled out the cloud, small on-device models trained mostly on synthetic data because no real slate dataset comes close to big enough, and a dense inference pipeline that pins the clapper-shut frame and locks separately-recorded production sound to it, frame-accurate. How I built automatic slate detection and audio sync for dailies.