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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 91–100 of 265 papers

Title	Date	Tasks	Status	Hype	Score
AGConv: Adaptive Graph Convolution on 3D Point Clouds	Jun 9, 2022	DenoisingPoint Cloud Classification	CodeCode Available	0	5
Point-LN: A Lightweight Framework for Efficient Point Cloud Classification Using Non-Parametric Positional Encoding	Jan 24, 2025	3D Point Cloud ClassificationClassification	CodeCode Available	0	5
Classifying point clouds at the facade-level using geometric features and deep learning networks	Feb 9, 2024	ClassificationDeep Learning	CodeCode Available	0	5
Classifying Objects in 3D Point Clouds Using Recurrent Neural Network: A GRU LSTM Hybrid Approach	Mar 9, 2024	3D Object ClassificationAutonomous Navigation	CodeCode Available	0	5
PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model	Aug 24, 2024	DenoisingDomain Generalization	CodeCode Available	0	5
PointManifoldCut: Point-wise Augmentation in the Manifold for Point Clouds	Sep 15, 2021	Point Cloud Classification	CodeCode Available	0	5
Equivariant vs. Invariant Layers: A Comparison of Backbone and Pooling for Point Cloud Classification	Jun 8, 2023	Point Cloud Classification	CodeCode Available	0	5
Adversarial shape perturbations on 3D point clouds	Aug 16, 2019	3D Point Cloud ClassificationAutonomous Driving	CodeCode Available	0	5
EPiC: Ensemble of Partial Point Clouds for Robust Classification	Mar 20, 2023	ClassificationDiversity	CodeCode Available	0	5
PatchAugment: Local Neighborhood Augmentation in Point Cloud Classification	Oct 19, 2021	3D Point Cloud ClassificationClassification	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