ML Research Wiki / Benchmarks / Point Cloud Classification / PointCloud-C

PointCloud-C

Point Cloud Classification Benchmark

Performance Over Time

📊 Showing 23 results | 📏 Metric: mean Corruption Error (mCE)

Top Performing Models

Rank Model Paper mean Corruption Error (mCE) Date Code
1 PointNet PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation 1.42 2016-12-02 📦 charlesq34/pointnet 📦 fxia22/pointnet.pytorch 📦 WangYueFt/dgcnn
2 WOLFMix (PointNet) Benchmarking and Analyzing Point Cloud Classification under Corruptions 1.18 2022-02-07 📦 ldkong1205/PointCloud-C 📦 jiawei-ren/modelnetc 📦 yossilevii100/refocusing 📦 yossilevii100/critical_points2
3 RSCNN Relation-Shape Convolutional Neural Network for Point Cloud Analysis 1.13 2019-04-16 📦 Yochengliu/Relation-Shape-CNN 📦 princeton-vl/SimpleView 📦 sausagecy/RSCNN_Pytorch1.0 📦 panyunyi97/RSCNN
4 PAConv PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds 1.10 2021-03-26 📦 PaddlePaddle/Paddle3D 📦 CVMI-Lab/PAConv
5 SimpleView Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline 1.05 2021-06-09 📦 jiachens/ModelNet40-C 📦 princeton-vl/SimpleView 📦 axeber01/point-tnt
6 OcCo-DGCNN Unsupervised Point Cloud Pre-Training via Occlusion Completion 1.05 2020-10-02 📦 hansen7/OcCo
7 PointMixUp (PointNet++) PointMixup: Augmentation for Point Clouds 1.03 2020-08-14 📦 yunlu-chen/PointMixup
8 DGCNN Dynamic Graph CNN for Learning on Point Clouds 1.00 2018-01-24 📦 WangYueFt/dgcnn 📦 vinits5/learning3d 📦 AnTao97/dgcnn.pytorch
9 CurveNet Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis 0.93 2021-05-04 📦 vinits5/learning3d 📦 tiangexiang/CurveNet 📦 RF5/CurveNet
10 PCT PCT: Point cloud transformer 0.93 2020-12-17 📦 qq456cvb/Point-Transformers 📦 MenghaoGuo/PCT 📦 Strawberry-Eat-Mango/PCT_Pytorch

All Papers (23)