3D Point Cloud Classification on ScanObjectNN

Metric: GFLOPs (higher is better)

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#	Model↕	GFLOPs▼	Extra Data	Paper	Date↕	Code
1	PCM	45	No	Point Cloud Mamba: Point Cloud Learning via Stat...	2024-03-01	Code
2	PointMLP	31.4	No	Rethinking Network Design and Local Geometry in ...	2022-02-15	Code
3	SPoTr	10.8	No	Self-positioning Point-based Transformer for Poi...	2023-03-29	Code
4	Transformer	4.8	No	Attention Is All You Need	2017-06-12	Code
5	Mamba3D	3.9	No	Mamba3D: Enhancing Local Features for 3D Point C...	2024-04-23	Code
6	Mamba3D (no voting)	3.9	No	Mamba3D: Enhancing Local Features for 3D Point C...	2024-04-23	Code
7	PointNeXt	3.6	No	PointNeXt: Revisiting PointNet++ with Improved T...	2022-06-09	Code
8	DGCNN	2.4	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
9	PointNet++	1.7	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
10	DeLA	1.5	No	Decoupled Local Aggregation for Point Cloud Lear...	2023-08-31	Code
11	PointNet	0.5	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code

#1PCMSOTA
45
GFLOPs· 2024-03-01
Point Cloud Mamba: Point Cloud Learning via State Space Model Code
#2PointMLPSOTA
31.4
GFLOPs· 2022-02-15
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Code
#3SPoTr
10.8
GFLOPs· 2023-03-29
Self-positioning Point-based Transformer for Point Cloud Understanding Code
#4TransformerSOTA
4.8
GFLOPs· 2017-06-12
Attention Is All You Need Code
#5Mamba3D
3.9
GFLOPs· 2024-04-23
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model Code
#6Mamba3D (no voting)
3.9
GFLOPs· 2024-04-23
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model Code
#7PointNeXt
3.6
GFLOPs· 2022-06-09
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies Code
#8DGCNN
2.4
GFLOPs· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#9PointNet++SOTA
1.7
GFLOPs· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#10DeLA
1.5
GFLOPs· 2023-08-31
Decoupled Local Aggregation for Point Cloud Learning Code
#11PointNetSOTA
0.5
GFLOPs· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code