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Can flame exactly reconstruct 3D human face shape with only 51 landmarks? #36

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DatanIMU opened this issue Jan 21, 2023 · 3 comments

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@DatanIMU
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51 landmarks don't include face shape, Can flame exactly reconstruct 3D human face shape with only 51 landmarks?or just do a rough calculation with face shape.

in fact, it's possible that two human faces have the same nose, eyes, mouth,and brow, but one is fat and the other is thin.

@TimoBolkart
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You are right, the placement of the 51 landmarks is designed to capture expressions not shape. FLAME can capture a large variation of face shapes, but not from landmarks alone. The landmark fitting demo is there to demonstrate how to use FLAME, not how to get the best 3D reconstruction from a single image. For this there are other tools available. For an overview of tools that use FLAME see the FLAME-Universe.

In practice, one would use additional terms like a photometric loss optimized with differentiable rendering (see a demo here). If one is interested in good 3D shapes from images, I would instead go for one of the available regressors like MICA which regresses metrically accurate 3D faces directly from images. Alternative, check out tools like DECA. Interestingly, landmarks alone also don't capture all variation in expression (i.e., frowing is not captured well, and so are some extreme expressions of emotions). For getting good emotional faces from images, one can for instance use EMOCA.

@DatanIMU
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DatanIMU commented Jan 21, 2023 via email

@shunlinlu
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Hi, @maemoKKK

Did you find a way to solve it?

Shunlin

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