3D Point Cloud Classification on IntrA

Metric: F1 score (5-fold) (higher is better)

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#	Model↕	F1 score (5-fold)▼	Extra Data	Paper	Date↕	Code
1	3DMedPT	0.936	No	3D Medical Point Transformer: Introducing Convol...	2021-12-09	Code
2	PCT	0.914	No	PCT: Point cloud transformer	2020-12-17	Code
3	PAConv	0.906	No	PAConv: Position Adaptive Convolution with Dynam...	2021-03-26	Code
4	PointNet++	0.903	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
5	PointConv	0.883	No	PointConv: Deep Convolutional Networks on 3D Poi...	2018-11-17	Code
6	PointCNN	0.875	No	-	-	Code
7	SpiderCNN	0.872	No	SpiderCNN: Deep Learning on Point Sets with Para...	2018-03-30	Code
8	GS-Net	0.872	No	Geometry Sharing Network for 3D Point Cloud Clas...	2019-12-23	Code
9	SO-Net	0.868	No	SO-Net: Self-Organizing Network for Point Cloud ...	2018-03-12	Code
10	AdaptConv	0.858	No	Adaptive Graph Convolution for Point Cloud Analy...	2021-08-18	Code
11	DGCNN	0.738	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
12	PointNet	0.684	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code

#13DMedPTSOTA
0.936
F1 score (5-fold)· 2021-12-09
3D Medical Point Transformer: Introducing Convolution to Attention Networks for Medical Point Cloud Analysis Code
#2PCTSOTA
0.914
F1 score (5-fold)· 2020-12-17
PCT: Point cloud transformer Code
#3PAConv
0.906
F1 score (5-fold)· 2021-03-26
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds Code
#4PointNet++SOTA
0.903
F1 score (5-fold)· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#5PointConv
0.883
F1 score (5-fold)· 2018-11-17
PointConv: Deep Convolutional Networks on 3D Point Clouds Code
#6PointCNN
0.875
F1 score (5-fold)
No paperCode
#7SpiderCNN
0.872
F1 score (5-fold)· 2018-03-30
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Code
#8GS-Net
0.872
F1 score (5-fold)· 2019-12-23
Geometry Sharing Network for 3D Point Cloud Classification and Segmentation Code
#9SO-Net
0.868
F1 score (5-fold)· 2018-03-12
SO-Net: Self-Organizing Network for Point Cloud Analysis Code
#10AdaptConv
0.858
F1 score (5-fold)· 2021-08-18
Adaptive Graph Convolution for Point Cloud Analysis Code
#11DGCNN
0.738
F1 score (5-fold)· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#12PointNetSOTA
0.684
F1 score (5-fold)· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code