Point Cloud Segmentation on PointCloud-C

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

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	mean Corruption Error (mCE)▲	Extra Data	Paper	Date↕	Code
1	GDANet	0.923	No	Learning Geometry-Disentangled Representation fo...	2020-12-20	Code
2	PointMAE	0.927	No	Masked Autoencoders for Point Cloud Self-supervi...	2022-03-13	Code
3	PAConv	0.927	No	PAConv: Position Adaptive Convolution with Dynam...	2021-03-26	Code
4	PointMLP	0.977	No	Rethinking Network Design and Local Geometry in ...	2022-02-15	Code
5	OcCo-DGCNN	0.977	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
6	DGCNN	1	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
7	PointTransformers	1.049	No	Point Transformer	2020-12-16	Code
8	PointNet++	1.112	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
9	OcCo-PointNet	1.13	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
10	OcCo-PCN	1.173	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
11	PointNet	1.178	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code

#1GDANetSOTA
0.923
mean Corruption Error (mCE)· 2020-12-20
Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud Code
#2PointMAE
0.927
mean Corruption Error (mCE)· 2022-03-13
Masked Autoencoders for Point Cloud Self-supervised Learning Code
#3PAConv
0.927
mean Corruption Error (mCE)· 2021-03-26
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds Code
#4PointMLP
0.977
mean Corruption Error (mCE)· 2022-02-15
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Code
#5OcCo-DGCNNSOTA
0.977
mean Corruption Error (mCE)· 2020-10-02
Unsupervised Point Cloud Pre-Training via Occlusion Completion Code
#6DGCNNSOTA
1
mean Corruption Error (mCE)· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#7PointTransformers
1.049
mean Corruption Error (mCE)· 2020-12-16
Point Transformer Code
#8PointNet++SOTA
1.112
mean Corruption Error (mCE)· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#9OcCo-PointNet
1.13
mean Corruption Error (mCE)· 2020-10-02
Unsupervised Point Cloud Pre-Training via Occlusion Completion Code
#10OcCo-PCN
1.173
mean Corruption Error (mCE)· 2020-10-02
Unsupervised Point Cloud Pre-Training via Occlusion Completion Code
#11PointNetSOTA
1.178
mean Corruption Error (mCE)· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code