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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 111–120 of 265 papers

Title	Date	Tasks	Status	Hype	Score
PatchAugment: Local Neighborhood Augmentation in Point Cloud Classification	Oct 19, 2021	3D Point Cloud ClassificationClassification	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
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	Apr 10, 2017	3D Object Classification3D Point Cloud Classification	CodeCode Available	0	5
Grid-GCN for Fast and Scalable Point Cloud Learning	Dec 6, 2019	Point Cloud Classification	CodeCode Available	0	5
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification	Jan 27, 2022	3D Point Cloud ClassificationContrastive Learning	CodeCode Available	0	5
Robustifying Point Cloud Networks by Refocusing	Aug 10, 2023	3D ClassificationAdversarial Defense	CodeCode Available	0	5
DuMLP-Pin: A Dual-MLP-dot-product Permutation-invariant Network for Set Feature Extraction	Mar 8, 2022	AttributePoint Cloud Classification	CodeCode Available	0	5
BeyondRPC: A Contrastive and Augmentation-Driven Framework for Robust Point Cloud Understanding	Jun 15, 2025	Point Cloud ClassificationRepresentation Learning	CodeCode Available	0	5
Multi-scale Receptive Fields Graph Attention Network for Point Cloud Classification	Sep 28, 2020	ClassificationGeneral 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