Introduces Poison-3DGS benchmark for stage-wise characterization of poisoning detectability in 3DGS, showing that signals vary by stage and later stages provide stronger cues.
Poison-splat: Computation cost attack on 3d gaussian splatting.arXiv preprint arXiv:2410.08190, 2024
2 Pith papers cite this work. Polarity classification is still indexing.
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Tests linear, triangular, spline, MLS, Voronoi upsampling plus depth-guided lifting for better 3DGS on Mip-NeRF360 and Replica datasets, with scene-type guidelines.
citing papers explorer
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Characterizing Detectability in 3DGS Poisoning: A Stage-wise Benchmark
Introduces Poison-3DGS benchmark for stage-wise characterization of poisoning detectability in 3DGS, showing that signals vary by stage and later stages provide stronger cues.
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Optimizing 3D Gaussian Splatting via Point Cloud Upsampling
Tests linear, triangular, spline, MLS, Voronoi upsampling plus depth-guided lifting for better 3DGS on Mip-NeRF360 and Replica datasets, with scene-type guidelines.