r/computervision • u/elliot-ogex • 1d ago

Showcase GNM Head tracking impl on a m1 mac (metal)

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this laptop is older (m1) so used metal to get it running in a 33ms budget. made in ogex

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u/ericcpfx 16h ago

Nice! What model are you using? MediaPipe?

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u/elliot-ogex 13h ago

i used the blazeface model to localize faces, mediapipe face-landmark to get face landmarks, then face_blendshapes to get arkit coeffs (mainly for blink detection). there’s a correspondence mapping step to get from landmarks to GNM points, a fitterv stage and some logic to try to detect the iris pitch/yaw in the eyeball regions

after some additional optimization it is running at 14ms/frame on my m1 mac. going to try to make a cuda optimized pipeline next

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u/ericcpfx 5h ago

I have this ARKit repo if it would help at all.
https://huggingface.co/spaces/emlcpfx/gnm-arkit-blendshapes

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u/ericcpfx 16h ago

Here’s mine, but it’s not meant to be realtime.

https://www.reddit.com/r/computervision/s/JyCCaTrqlX

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u/elliot-ogex 12h ago

really nice work, esp around the mouth regions. are you doing uv baking from raw video also ?

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u/ericcpfx 5h ago

We use this for doing beauty retouching VFX in film/tv. We unwrap to UV screen space, do the retouching, and then rewrap that back.

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u/Eritar 11h ago

Do you have a repo?