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What’s the inference rendering speed? And GPU? #30

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beibeirory opened this issue Apr 24, 2024 · 2 comments
Open

What’s the inference rendering speed? And GPU? #30

beibeirory opened this issue Apr 24, 2024 · 2 comments

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@beibeirory
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Thanks for your work.
What’s the inference rendering speed? And GPU?

@yihua7
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yihua7 commented Apr 25, 2024

Hi,

  • We test our method on a single NVIDIA RTX3090 GPU.

  • The comparison of rendering speed on the DNeRF dataset with 800*800 resolution is as the following table:

Method 3D-GS 4D-GS Baseline Ours
FPS 298.5 145.8 113.3 295.4

Baseline is our method without sparse control points and with per-Gaussian motion prediction.
Notice that our method uses cached NN information and does not need KNN queries. The cost of MLP prediction for each sparse control point is very little.

@beibeirory
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Thanks for your reply. The work is helpful.

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