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Shuofeng Sun

2 accepted papers

2025

Mitigating Geometric Degradation in Fast DownSampling via FastAdapter for Point Cloud Segmentation

ICCV 2025poster

Farthest Point Sampling (FPS) is widely used in existing point-based models because it effectively preserves structural integrity during downsampling. However, it incurs significant computational overhead, severely impacting the model's inference efficiency. Random sampling or grid sampling is consi…

Cited by 0SourcePDFScholar
2024

X-3D: Explicit 3D Structure Modeling for Point Cloud Recognition

CVPR 2024poster

Numerous prior studies predominantly emphasize constructing relation vectors for individual neighborhood points and generating dynamic kernels for each vector and embedding these into high-dimensional spaces to capture implicit local structures. However we contend that such implicit high-dimensional…