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Model fitting to videos about 4dface HOT 7 CLOSED

patrikhuber avatar patrikhuber commented on August 25, 2024
Model fitting to videos

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patrikhuber avatar patrikhuber commented on August 25, 2024

4dface is a very simple demo from around a year ago that performs per-frame fitting, as you correctly described. The fitting function can take initial parameters (for example from the previous frame), in which case it converges faster, but it's still per-frame (and I don't remember if I finished implementing this - but it should be easy to find out).
We also have a multi-frame fitting that fits to multiple frames at once, and thus improves the shape estimates. This is currently in a separate branch here, and we've got very promising results with it. It will eventually be merged to the eos master branch, but it'll take a while more.

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Thanh-Binh avatar Thanh-Binh commented on August 25, 2024

@patrikhuber are you sure that multiframe fitting in this branch works because ig was updated a month ago?

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patrikhuber avatar patrikhuber commented on August 25, 2024

@Thanh-Binh I'm not sure I understand your question. That is the multi-frame fitting that we have been using and it works very well for us.

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Thanh-Binh avatar Thanh-Binh commented on August 25, 2024

@patrikhuber how many frames do you need for each fitting call?how about accuracy vs runtime?

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patrikhuber avatar patrikhuber commented on August 25, 2024

@Thanh-Binh We determined 10-20 to be a good number. The accuracy increases quite steeply when going from 1..2..3..5..10 frames. From then on, it flattens a bit.
I can't give concrete runtime numbers from the top of my head but our implementation is pretty fast and IIRC it's something like linear in the number of images.

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Thanh-Binh avatar Thanh-Binh commented on August 25, 2024

Very nice to hear! I will test it soon!

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patrikhuber avatar patrikhuber commented on August 25, 2024

I'm going to close this as it's not an issue per se, and multi-frame fitting is being worked on in above linked branch in eos.

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