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#2 opened 3 months ago by
Xenova
Xenovaย 
posted an update 4 months ago
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Okay this is insane... WebGPU-accelerated semantic video tracking, powered by DINOv3 and Transformers.js! ๐Ÿคฏ
Demo (+ source code): webml-community/DINOv3-video-tracking

This will revolutionize AI-powered video editors... which can now run 100% locally in your browser, no server inference required (costs $0)! ๐Ÿ˜

How does it work? ๐Ÿค”
1๏ธโƒฃ Generate and cache image features for each frame
2๏ธโƒฃ Create a list of embeddings for selected patch(es)
3๏ธโƒฃ Compute cosine similarity between each patch and the selected patch(es)
4๏ธโƒฃ Highlight those whose score is above some threshold

... et voilร ! ๐Ÿฅณ

You can also make selections across frames to improve temporal consistency! This is super useful if the object changes its appearance slightly throughout the video.

Excited to see what the community builds with it!
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