Shape Representation Of 3D Point Clouds on ModelNet40-C

Metric: Error Rate (lower is better)

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#	Model↕	Error Rate▲	Extra Data	Paper	Date↕	Code
1	OmniVec2	0.142	Yes	-	-	-
2	OmniVec	0.156	Yes	OmniVec: Learning robust representations with cr...	2023-11-07	-
3	PCT+PointCutMix-R	0.163	No	Benchmarking Robustness of 3D Point Cloud Recogn...	2022-01-28	Code
4	PCT+RSMix	0.173	No	Regularization Strategy for Point Cloud via Rigi...	2021-02-03	Code
5	DGCNN+PointCutMix-R	0.173	No	PointCutMix: Regularization Strategy for Point C...	2021-01-05	Code
6	PointNet++/+PointCutMix-R	0.191	No	PointCutMix: Regularization Strategy for Point C...	2021-01-05	Code
7	PointNet++/+PointMixup	0.193	No	PointMixup: Augmentation for Point Clouds	2020-08-14	Code
8	PointNet++	0.236	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
9	PCT	0.255	No	PCT: Point cloud transformer	2020-12-17	Code
10	DGCNN	0.259	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
11	RSCNN	0.262	No	Relation-Shape Convolutional Neural Network for ...	2019-04-16	Code
12	SimpleView	0.271	No	-	-	Code
13	PointNet	0.283	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code

#1OmniVec2
0.142
Error Rate· Extra Data
No paper
#2OmniVecSOTA
0.156
Error Rate· Extra Data· 2023-11-07
OmniVec: Learning robust representations with cross modal sharing
#3PCT+PointCutMix-RSOTA
0.163
Error Rate· 2022-01-28
Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions Code
#4PCT+RSMix
0.173
Error Rate· 2021-02-03
Regularization Strategy for Point Cloud via Rigidly Mixed Sample Code
#5DGCNN+PointCutMix-RSOTA
0.173
Error Rate· 2021-01-05
PointCutMix: Regularization Strategy for Point Cloud Classification Code
#6PointNet++/+PointCutMix-RSOTA
0.191
Error Rate· 2021-01-05
PointCutMix: Regularization Strategy for Point Cloud Classification Code
#7PointNet++/+PointMixupSOTA
0.193
Error Rate· 2020-08-14
PointMixup: Augmentation for Point Clouds Code
#8PointNet++SOTA
0.236
Error Rate· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#9PCT
0.255
Error Rate· 2020-12-17
PCT: Point cloud transformer Code
#10DGCNN
0.259
Error Rate· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#11RSCNN
0.262
Error Rate· 2019-04-16
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Code
#12SimpleView
0.271
Error Rate
No paperCode
#13PointNetSOTA
0.283
Error Rate· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code