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Has anyone managed to reproduce SOTA mesh results with neus-facto?

Open juuso-oskari opened this issue 1 year ago • 1 comments

Hi,

I would like to know if anyone has managed to get produce SOTA chamfer distance results with neus-facto? I try to train the model with the command:

ns-train neus-facto --pipeline.model.sdf-field.inside-outside False sdfstudio-data --data data/dtu/scan65

And I let it run 30 minutes (on Nvidia A4500 GPU). Then I use the monosdf evaluation procedure to get a culled mesh and evaluate it against the groundtruth points. But the culled mesh I get looks like this: image

PSNR and the chamfer distance are way off the SOTA: 19.4 & 2.14. For example monosdf reports to get chamfer of 0.78. Is it simply so that using these fast samplers like proposal-sampler the mesh is just not that good?

I would desperately need some model to produce SOTA mesh results so I could test my module on it.

juuso-oskari avatar Nov 14 '23 13:11 juuso-oskari

Hi, your result look quite different from the one we got with neus-facto, please check the video of the rendered mesh in readme for comparison. I am not sure what cause the differences.

niujinshuchong avatar Nov 15 '23 19:11 niujinshuchong