Point Cloud Classification on PointCloud-C

Metric: mean Corruption Error (mCE) (lower is better)

LeaderboardDataset

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#	Model↕	mean Corruption Error (mCE)▲	Extra Data	Paper	Date↕	Code
1	BeyondRPC	0.455	No	-	-	Code
2	Critical Points++&EPiC(RPC)	0.476	No	Robustifying Point Cloud Networks by Refocusing	2023-08-10	Code
3	Critical Points++&EPiC(DGCNN)	0.484	No	Robustifying Point Cloud Networks by Refocusing	2023-08-10	Code
4	Critical Points++&EPiC(GDANet)	0.493	No	Robustifying Point Cloud Networks by Refocusing	2023-08-10	Code
5	EPiC (PCT+WOLFMix)	0.51	No	EPiC: Ensemble of Partial Point Clouds for Robus...	2023-03-20	Code
6	EPiC (DGCNN+WOLFMix)	0.529	No	EPiC: Ensemble of Partial Point Clouds for Robus...	2023-03-20	Code
7	EPiC(GDANet+WOLFMix)	0.53	No	EPiC: Ensemble of Partial Point Clouds for Robus...	2023-03-20	Code
8	WOLFMix (GDANet)	0.571	No	Benchmarking and Analyzing Point Cloud Classific...	2022-02-07	Code
9	WOLFMix (DGCNN)	0.59	No	Benchmarking and Analyzing Point Cloud Classific...	2022-02-07	Code
10	WOLFMix (RPC)	0.601	No	Benchmarking and Analyzing Point Cloud Classific...	2022-02-07	Code
11	RSMix (DGCNN)	0.745	No	Regularization Strategy for Point Cloud via Rigi...	2021-02-03	Code
12	PointWOLF (DGCNN)	0.814	No	Point Cloud Augmentation with Weighted Local Tra...	2021-10-11	Code
13	RPC	0.863	No	Benchmarking and Analyzing Point Cloud Classific...	2022-02-07	Code
14	GDANet	0.892	No	Learning Geometry-Disentangled Representation fo...	2020-12-20	Code
15	PCT	0.925	No	PCT: Point cloud transformer	2020-12-17	Code
16	CurveNet	0.927	No	Walk in the Cloud: Learning Curves for Point Clo...	2021-05-04	Code
17	DGCNN	1	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
18	PointMixUp (PointNet++)	1.028	No	PointMixup: Augmentation for Point Clouds	2020-08-14	Code
19	SimpleView	1.047	No	Revisiting Point Cloud Shape Classification with...	2021-06-09	Code
20	OcCo-DGCNN	1.047	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
21	PAConv	1.104	No	PAConv: Position Adaptive Convolution with Dynam...	2021-03-26	Code
22	RSCNN	1.13	No	Relation-Shape Convolutional Neural Network for ...	2019-04-16	Code
23	WOLFMix (PointNet)	1.18	No	Benchmarking and Analyzing Point Cloud Classific...	2022-02-07	Code
24	PointNet	1.422	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code

#1BeyondRPC
0.455
mean Corruption Error (mCE)
No paperCode
#2Critical Points++&EPiC(RPC)SOTA
0.476
mean Corruption Error (mCE)· 2023-08-10
Robustifying Point Cloud Networks by Refocusing Code
#3Critical Points++&EPiC(DGCNN)SOTA
0.484
mean Corruption Error (mCE)· 2023-08-10
Robustifying Point Cloud Networks by Refocusing Code
#4Critical Points++&EPiC(GDANet)SOTA
0.493
mean Corruption Error (mCE)· 2023-08-10
Robustifying Point Cloud Networks by Refocusing Code
#5EPiC (PCT+WOLFMix)SOTA
0.51
mean Corruption Error (mCE)· 2023-03-20
EPiC: Ensemble of Partial Point Clouds for Robust Classification Code
#6EPiC (DGCNN+WOLFMix)SOTA
0.529
mean Corruption Error (mCE)· 2023-03-20
EPiC: Ensemble of Partial Point Clouds for Robust Classification Code
#7EPiC(GDANet+WOLFMix)SOTA
0.53
mean Corruption Error (mCE)· 2023-03-20
EPiC: Ensemble of Partial Point Clouds for Robust Classification Code
#8WOLFMix (GDANet)SOTA
0.571
mean Corruption Error (mCE)· 2022-02-07
Benchmarking and Analyzing Point Cloud Classification under Corruptions Code
#9WOLFMix (DGCNN)SOTA
0.59
mean Corruption Error (mCE)· 2022-02-07
Benchmarking and Analyzing Point Cloud Classification under Corruptions Code
#10WOLFMix (RPC)SOTA
0.601
mean Corruption Error (mCE)· 2022-02-07
Benchmarking and Analyzing Point Cloud Classification under Corruptions Code
#11RSMix (DGCNN)SOTA
0.745
mean Corruption Error (mCE)· 2021-02-03
Regularization Strategy for Point Cloud via Rigidly Mixed Sample Code
#12PointWOLF (DGCNN)
0.814
mean Corruption Error (mCE)· 2021-10-11
Point Cloud Augmentation with Weighted Local Transformations Code
#13RPC
0.863
mean Corruption Error (mCE)· 2022-02-07
Benchmarking and Analyzing Point Cloud Classification under Corruptions Code
#14GDANetSOTA
0.892
mean Corruption Error (mCE)· 2020-12-20
Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud Code
#15PCTSOTA
0.925
mean Corruption Error (mCE)· 2020-12-17
PCT: Point cloud transformer Code
#16CurveNet
0.927
mean Corruption Error (mCE)· 2021-05-04
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis Code
#17DGCNNSOTA
1
mean Corruption Error (mCE)· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#18PointMixUp (PointNet++)
1.028
mean Corruption Error (mCE)· 2020-08-14
PointMixup: Augmentation for Point Clouds Code
#19SimpleView
1.047
mean Corruption Error (mCE)· 2021-06-09
Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline Code
#20OcCo-DGCNN
1.047
mean Corruption Error (mCE)· 2020-10-02
Unsupervised Point Cloud Pre-Training via Occlusion Completion Code
#21PAConv
1.104
mean Corruption Error (mCE)· 2021-03-26
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds Code
#22RSCNN
1.13
mean Corruption Error (mCE)· 2019-04-16
Relation-Shape Convolutional Neural Network for Point Cloud Analysis Code
#23WOLFMix (PointNet)
1.18
mean Corruption Error (mCE)· 2022-02-07
Benchmarking and Analyzing Point Cloud Classification under Corruptions Code
#24PointNetSOTA
1.422
mean Corruption Error (mCE)· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code