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Use implicit model

Open derrick-xwp opened this issue 2 years ago • 6 comments

Hi

the mesh seems be explicitly learned, how to modify the config for implicit learning?

Thanks

derrick-xwp avatar Jun 01 '22 04:06 derrick-xwp

I'm not sure I understand the question, can you provide more details?

jmunkberg avatar Jun 03 '22 06:06 jmunkberg

I think he expect that the sdf value is predicted by a neural network.

LZleejean avatar Jun 22 '22 04:06 LZleejean

I'm not sure I understand the question, can you provide more details?

Using MLP to predict SDF. Is the code only a partial implementation of the original paper?

derrick-xwp avatar Jun 22 '22 04:06 derrick-xwp

Yes, we didn't include the DTU experiments from our supplemental material with the MLP prediction of the SDF in the public code release.

Some additional details in this issue: https://github.com/NVlabs/nvdiffrec/issues/9

jmunkberg avatar Jun 22 '22 06:06 jmunkberg

Could you open the code with the MLP prediction of the SDF? It seems that the whole framework have to be changed when using MLP to predict SDF.

Tom94God avatar Jun 23 '22 04:06 Tom94God

No, we are not planning to release that part of the code unfortunately.

Implementation details are included in Section 8.5 and 9.2 of our paper. https://nvlabs.github.io/nvdiffrec/assets/paper.pdf It is mostly the dmtet.py file that needs to be modified.

We use the same MLP as in Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision, with code available here: https://github.com/autonomousvision/differentiable_volumetric_rendering

jmunkberg avatar Jun 27 '22 11:06 jmunkberg