PointMamba: A Simple State Space Model for Point Cloud Analysis

Dingkang Liang, Xin Zhou, Wei Xu, Xingkui Zhu, Zhikang Zou, Xiaoqing Ye, Xiao Tan, Xiang Bai · NeurIPS 2024 · 2024

arXiv Code

Status
To read
Topics
backbones
Feeds
First paper · height sampling

What they did

Brings the Mamba state space model to point clouds, ordering point tokens with space-filling curves, to model global context at linear cost.

My note

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Code

Repository
LMD0311/PointMamba
Framework
PyTorch
Licence
Apache-2.0
My status
Not tried

BibTeX

@inproceedings{liang2024-pointmamba,
  title = {{PointMamba: A Simple State Space Model for Point Cloud Analysis}},
  author = {Dingkang Liang and Xin Zhou and Wei Xu and Xingkui Zhu and Zhikang Zou and Xiaoqing Ye and Xiao Tan and Xiang Bai},
  booktitle = {NeurIPS 2024},
  year = {2024},
  eprint = {2402.10739},
  archivePrefix = {arXiv}
}