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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 121–130 of 265 papers

Title	Date	Tasks	Status	Hype	Score
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	Apr 10, 2017	3D Object Classification3D Point Cloud Classification	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
Improved Training for 3D Point Cloud Classification	Jan 1, 2023	3D Object Classification3D Point Cloud Classification	CodeCode Available	0	5
DualMLP: a two-stream fusion model for 3D point cloud classification	Oct 10, 2023	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	0	5
Directionally Constrained Fully Convolutional Neural Network For Airborne Lidar Point Cloud Classification	Aug 19, 2019	General ClassificationLine Detection	CodeCode Available	0	5
Adaptive Graph Convolution for Point Cloud Analysis	Aug 18, 2021	3D Point Cloud ClassificationPoint 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
PatchAugment: Local Neighborhood Augmentation in Point Cloud Classification	Oct 19, 2021	3D Point Cloud ClassificationClassification	CodeCode Available	0	5
ACNe: Attentive Context Normalization for Robust Permutation-Equivariant Learning	Jul 4, 2019	Camera Pose EstimationPoint Cloud 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