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autonomousvision / mip-splatting

[CVPR'24 Best Student Paper] Mip-Splatting: Alias-free 3D Gaussian Splatting
https://niujinshuchong.github.io/mip-splatting/
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the meaning of "Mip-Splatting w/o 2D Mip filter" #13

Closed Yang-Xijie closed 10 months ago

Yang-Xijie commented 10 months ago

Hi, thanks for your great work!

I have a question about the part "8. Ablation": To evaluate the effectiveness of the 2D Mip filter, you show Table 5/6/7. And these three tables all have a row with the title "Mip-Splatting w/o 2D Mip filter".

I am confused about the "w/o 2D Mip filter" -- do you just remove the 2D Mip filter, or remove the 2D Mip filter and re-add the Dilation operator? That is to say, I wonder whether "Mip-Splatting w/o 2D Mip filter" means "3DGS + 3D smoothing filter" or "3DGS - Dilation + 3D smoothing filter".

From the part "8.1 Effectiveness of the 3D Smoothing Filter", you mention that "The absence of both the 3D smoothing filter and the 2D Mip filter leads to an excessive generation of small Gaussian primitives". So "removing both the 3D smoothing filter and the 2D Mip filter" means "3DGS - Dilation" (compare Table 5 and Table 6). So I guess that "Mip-Splatting w/o 2D Mip filter" means "3DGS - Dilation + 3D smoothing filter"?

niujinshuchong commented 10 months ago

Yes, it is. You can simply set --kernel_size 0.0 for "ours w/o 2D Mip filter".