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Point Cloud Classification

Point Cloud Classification is a task involving the classification of unordered 3D point sets (point clouds).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–110 of 265 papers

Title	Date	Tasks	Status	Hype	Score
PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model	Aug 24, 2024	DenoisingDomain Generalization	CodeCode Available	0	5
A Graph-CNN for 3D Point Cloud Classification	Nov 28, 2018	3D Object Classification3D Point Cloud Classification	CodeCode Available	0	5
On Automatic Data Augmentation for 3D Point Cloud Classification	Dec 11, 2021	3D Object Classification3D Object Recognition	CodeCode Available	0	5
3D Point Cloud Classification and Segmentation using 3D Modified Fisher Vector Representation for Convolutional Neural Networks	Nov 22, 2017	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	0	5
Multi-scale Receptive Fields Graph Attention Network for Point Cloud Classification	Sep 28, 2020	ClassificationGeneral Classification	CodeCode Available	0	5
Boosting Cross-Domain Point Classification via Distilling Relational Priors from 2D Transformers	Jul 26, 2024	Domain AdaptationDomain Generalization	CodeCode Available	0	5
AdvectiveNet: An Eulerian-Lagrangian Fluidic reservoir for Point Cloud Processing	Feb 1, 2020	Point Cloud Classification	CodeCode Available	0	5
Geometric Back-projection Network for Point Cloud Classification	Nov 28, 2019	3D Point Cloud ClassificationClassification	CodeCode Available	0	5
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	Apr 10, 2017	3D Object Classification3D Point Cloud Classification	CodeCode Available	0	5
MGIC: Multigrid-in-Channels Neural Network Architectures	Nov 17, 2020	image-classificationImage Classification	CodeCode Available	0	5

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All datasets PointCloud-C ISPRS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PointNet	mean Corruption Error (mCE)	1.42	—	Unverified
2	WOLFMix (PointNet)	mean Corruption Error (mCE)	1.18	—	Unverified
3	PointNet	mean Corruption Error (mCE)	1.18	—	Unverified
4	RSCNN	mean Corruption Error (mCE)	1.13	—	Unverified
5	PAConv	mean Corruption Error (mCE)	1.1	—	Unverified
6	SimpleView	mean Corruption Error (mCE)	1.05	—	Unverified
7	OcCo-DGCNN	mean Corruption Error (mCE)	1.05	—	Unverified
8	PointMixUp (PointNet++)	mean Corruption Error (mCE)	1.03	—	Unverified
9	DGCNN	mean Corruption Error (mCE)	1	—	Unverified
10	OcCo-DGCNN	mean Corruption Error (mCE)	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours	Average F1	82.8	—	Unverified