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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 131–140 of 265 papers

Title	Date	Tasks	Status	Hype	Score
Directionally Constrained Fully Convolutional Neural Network For Airborne Lidar Point Cloud Classification	Aug 19, 2019	General ClassificationLine Detection	CodeCode Available	0	5
SGAS: Sequential Greedy Architecture Search	Nov 30, 2019	ClassificationGeneral 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
Geometric Back-projection Network for Point Cloud Classification	Nov 28, 2019	3D Point Cloud ClassificationClassification	CodeCode Available	0	5
Adversarial shape perturbations on 3D point clouds	Aug 16, 2019	3D Point Cloud ClassificationAutonomous Driving	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
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	Apr 10, 2017	3D Object Classification3D Point Cloud Classification	CodeCode Available	0	5
AGConv: Adaptive Graph Convolution on 3D Point Clouds	Jun 9, 2022	DenoisingPoint Cloud Classification	CodeCode Available	0	5
Open-Set Semi-Supervised Learning for 3D Point Cloud Understanding	May 2, 2022	3D Point Cloud ClassificationPoint Cloud Classification	—Unverified	0	0
Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency	May 16, 2025	image-classificationImage Classification	—Unverified	0	0

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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