MrNeRF / awesome-3D-gaussian-splatting

Curated list of papers and resources focused on 3D Gaussian Splatting, intended to keep pace with the anticipated surge of research in the coming months.

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Inclusion Request for Customizable SLAM Robustness Benchmark (Gaussian Splatting vs NeRF representation for instant 3D reconstruction and localization)

Xiaohao-Xu opened this issue · comments

Hey guys,

We sincerely appreciate the value of your repository! We would like to kindly request the inclusion of our customizable SLAM robustness benchmark, which incorporates a noisy data simulation pipeline for a comprehensive evaluation of SLAM performance.

Our benchmark mainly focuses on evaluating the robustness of the latest monocular/multi-modal Neural-based SLAM models, including NeRF-based and Gaussian-Splatting-based SLAM, which reveals GS representation is more robust than NeRF representation under sensor corruptions for instant 3D reconstruction and localization.

We greatly appreciate your consideration. Thanks!

  • Customizable-SLAM: Customizable Perturbation Synthesis for Robust SLAM Benchmarking, ArXiV, 2024. [Paper] [Code] [Video]

Hey,
thanks for the ping. Might be a valuable addition. I am a bit hesitant because I would say it is very strongly tied to SLAM in general and less specific to gaussian splatting.
I have thought about adding a data category. What do you think were this would fit best in?

Sure thing! I think it would be awesome to add a new category 'Data' or 'Benchmark.' It'll make things easier to find and organize.

Ok great, I will add it over the weekend!

I introduced a data section. But I think it is better to link it when it is published. Otherwise I don't see much of value here as it is also not very specific to 3DGS. Please ping me when you have uploaded the dataset.