paper-with-me

Point Cloud Segmentation 벤치마크

Point Cloud Segmentation on PointCloud-C

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mean Corruption Error (mCE) 낮을수록 좋음

0.923 0.9868 1.05 1.114 1.178 2016-12 2026-11 PointNet — 1.178 (2016-12-02) PointNet++ — 1.112 (2017-06-07) DGCNN — 1.0 (2018-01-24) OcCo-DGCNN — 0.977 (2020-10-02) OcCo-PointNet — 1.13 (2020-10-02) OcCo-PCN — 1.173 (2020-10-02) PointTransformers — 1.049 (2020-12-16) GDANet — 0.923 (2020-12-20) PAConv — 0.927 (2021-03-26) PointMLP — 0.977 (2022-02-15) PointMAE — 0.927 (2022-03-13) PointNet — 1.178 (2016-12-02) PointNet++ — 1.112 (2017-06-07) DGCNN — 1.0 (2018-01-24) OcCo-DGCNN — 0.977 (2020-10-02) GDANet — 0.923 (2020-12-20)
RankModel mean Corruption Error (mCE) PaperCodeYear
1 GDANet 0.923 Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud mutianxu/GDANet · yossilevii100/refocusing · yossilevii100/critical_points2 2020
2 PointMAE 0.927 Masked Autoencoders for Point Cloud Self-supervised Learning Pang-Yatian/Point-MAE · lmd0311/pointmamba · vvrpanda/exppoint-mae · +1 2022
2 PAConv 0.927 PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds PaddlePaddle/Paddle3D · CVMI-Lab/PAConv 2021
4 PointMLP 0.977 Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework ma-xu/pointmlp-pytorch 2022
4 OcCo-DGCNN 0.977 Unsupervised Point Cloud Pre-Training via Occlusion Completion hansen7/OcCo 2020
6 DGCNN 1.000 Dynamic Graph CNN for Learning on Point Clouds WangYueFt/dgcnn · vinits5/learning3d · AnTao97/dgcnn.pytorch · +18 2018
7 PointTransformers 1.049 Point Transformer Pointcept/Pointcept · isl-org/Open3D-ML · qq456cvb/Point-Transformers · +21 2020
8 PointNet++ 1.112 PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space yanx27/Pointnet_Pointnet2_pytorch · charlesq34/pointnet2 · facebookresearch/votenet · +65 2017
9 OcCo-PointNet 1.130 Unsupervised Point Cloud Pre-Training via Occlusion Completion hansen7/OcCo 2020
10 OcCo-PCN 1.173 Unsupervised Point Cloud Pre-Training via Occlusion Completion hansen7/OcCo 2020
11 PointNet 1.178 PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation charlesq34/pointnet · fxia22/pointnet.pytorch · WangYueFt/dgcnn · +107 2016
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