NVlabs / neuralangelo

Official implementation of "Neuralangelo: High-Fidelity Neural Surface Reconstruction" (CVPR 2023)
https://research.nvidia.com/labs/dir/neuralangelo/
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Strange curvature loss #172

Closed nicetryzz closed 3 months ago

nicetryzz commented 7 months ago

Thanks for your work! I test the meeting room in tank and temples datasets. The training curvature loss is strange. It increases a lot when reduces curvature weight. Should I increase the curvature weight?

curvature loss: W B Chart 2023_12_18 13_18_55

I test in 4 16G Tesla P100. Parameter as below:

mli0603 commented 3 months ago

Hi @nicetryzz

This is expected. As the numerical gradient step becomes smaller, more geometric details are generated due to coarse-to-fine control, which means larger curvature weight. If you want smoother surface, increasing the curvature weight would help at the cost of details. I hope this helps!