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(gentle music) - Since I learned about the SignWriting notation system for sign language, I had this idea to build an automatic transcription system that takes a video and outputs SignWriting. Instead of using a sequence of frames or poses, we want a single discrete token per sign regardless of the sign language. Imagine we had a perfect 3D pose estimation system. We could understand the shape of everything in every single frame, like here to face in the hand, and then combine these with the movement patterns to get single tokens per sign. But unfortunately we dont currently have perfect 3D pose estimation systems. I think that with the currently available tools we can get some kind of approximation. Well see how far we can get in this video. (upbeat music) Its been a few hours when I repurposed the sign language detection app I previously built. Right now its using Holistic pose estimation and drawing it on screen. And I added the feature to show and hide layers, so we can see ju