Shape Representation Of 3D Point Clouds on ScanObjectNN

Metric: Number of params (M) (higher is better)

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#	Model↕	Number of params (M)▼	Extra Data	Paper	Date↕	Code
1	PCM	34.2	No	Point Cloud Mamba: Point Cloud Learning via Stat...	2024-03-01	Code
2	Transformer	22.1	No	Attention Is All You Need	2017-06-12	Code
3	Mamba3D	16.9	No	Mamba3D: Enhancing Local Features for 3D Point C...	2024-04-23	Code
4	Mamba3D (no voting)	16.9	No	Mamba3D: Enhancing Local Features for 3D Point C...	2024-04-23	Code
5	PointMLP	12.6	No	Rethinking Network Design and Local Geometry in ...	2022-02-15	Code
6	DeLA	5.3	No	Decoupled Local Aggregation for Point Cloud Lear...	2023-08-31	Code
7	PointNet	3.5	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code
8	DGCNN	1.8	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
9	SPoTr	1.7	No	Self-positioning Point-based Transformer for Poi...	2023-03-29	Code
10	PointNet++	1.5	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
11	PointNeXt	1.4	No	PointNeXt: Revisiting PointNet++ with Improved T...	2022-06-09	Code
12	Point-PN	0.8	No	Parameter is Not All You Need: Starting from Non...	2023-03-14	Code

#1PCMSOTA
34.2
Number of params (M)· 2024-03-01
Point Cloud Mamba: Point Cloud Learning via State Space Model Code
#2TransformerSOTA
22.1
Number of params (M)· 2017-06-12
Attention Is All You Need Code
#3Mamba3D
16.9
Number of params (M)· 2024-04-23
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model Code
#4Mamba3D (no voting)
16.9
Number of params (M)· 2024-04-23
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model Code
#5PointMLP
12.6
Number of params (M)· 2022-02-15
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Code
#6DeLA
5.3
Number of params (M)· 2023-08-31
Decoupled Local Aggregation for Point Cloud Learning Code
#7PointNetSOTA
3.5
Number of params (M)· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code
#8DGCNN
1.8
Number of params (M)· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#9SPoTr
1.7
Number of params (M)· 2023-03-29
Self-positioning Point-based Transformer for Point Cloud Understanding Code
#10PointNet++
1.5
Number of params (M)· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#11PointNeXt
1.4
Number of params (M)· 2022-06-09
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies Code
#12Point-PN
0.8
Number of params (M)· 2023-03-14
Parameter is Not All You Need: Starting from Non-Parametric Networks for 3D Point Cloud Analysis Code