Shape Representation Of 3D Point Clouds on ScanObjectNN

Metric: Overall Accuracy (PB_T50_RS) (higher is better)

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#	Model↕	Overall Accuracy (PB_T50_RS)▼	Extra Data	Paper	Date↕	Code
1	Mamba3D	92.64	No	Mamba3D: Enhancing Local Features for 3D Point C...	2024-04-23	Code
2	Mamba3D (no voting)	91.81	No	Mamba3D: Enhancing Local Features for 3D Point C...	2024-04-23	Code
3	DeLA	90.4	No	Decoupled Local Aggregation for Point Cloud Lear...	2023-08-31	Code
4	SPoTr	88.6	No	Self-positioning Point-based Transformer for Poi...	2023-03-29	Code
5	PCM	88.1	No	Point Cloud Mamba: Point Cloud Learning via Stat...	2024-03-01	Code
6	PointNeXt	87.8	No	PointNeXt: Revisiting PointNet++ with Improved T...	2022-06-09	Code
7	Point-PN	87.1	No	Parameter is Not All You Need: Starting from Non...	2023-03-14	Code
8	PointMLP	85.4	No	Rethinking Network Design and Local Geometry in ...	2022-02-15	Code
9	DGCNN	78.1	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
10	PointNet++	77.9	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
11	Transformer	77.24	No	Attention Is All You Need	2017-06-12	Code
12	PointNet	68	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code

#1Mamba3DSOTA
92.64
Overall Accuracy (PB_T50_RS)· 2024-04-23
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model Code
#2Mamba3D (no voting)
91.81
Overall Accuracy (PB_T50_RS)· 2024-04-23
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model Code
#3DeLASOTA
90.4
Overall Accuracy (PB_T50_RS)· 2023-08-31
Decoupled Local Aggregation for Point Cloud Learning Code
#4SPoTrSOTA
88.6
Overall Accuracy (PB_T50_RS)· 2023-03-29
Self-positioning Point-based Transformer for Point Cloud Understanding Code
#5PCM
88.1
Overall Accuracy (PB_T50_RS)· 2024-03-01
Point Cloud Mamba: Point Cloud Learning via State Space Model Code
#6PointNeXtSOTA
87.8
Overall Accuracy (PB_T50_RS)· 2022-06-09
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies Code
#7Point-PN
87.1
Overall Accuracy (PB_T50_RS)· 2023-03-14
Parameter is Not All You Need: Starting from Non-Parametric Networks for 3D Point Cloud Analysis Code
#8PointMLPSOTA
85.4
Overall Accuracy (PB_T50_RS)· 2022-02-15
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Code
#9DGCNNSOTA
78.1
Overall Accuracy (PB_T50_RS)· 2018-01-24
Dynamic Graph CNN for Learning on Point Clouds Code
#10PointNet++SOTA
77.9
Overall Accuracy (PB_T50_RS)· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#11Transformer
77.24
Overall Accuracy (PB_T50_RS)· 2017-06-12
Attention Is All You Need Code
#12PointNetSOTA
68
Overall Accuracy (PB_T50_RS)· 2016-12-02
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Code