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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 181–190 of 265 papers

Title	Date	Tasks	Status	Hype
Dual Transformer for Point Cloud Analysis	Apr 27, 2021	3D Point Cloud ClassificationPoint Cloud Classification	—Unverified	0
A Learnable Self-supervised Task for Unsupervised Domain Adaptation on Point Clouds	Apr 12, 2021	Domain AdaptationPoint Cloud Classification	—Unverified	0
Zero-Shot Learning on 3D Point Cloud Objects and Beyond	Apr 11, 2021	3D Point Cloud ClassificationClassification	CodeCode Available	1
FatNet: A Feature-attentive Network for 3D Point Cloud Processing	Apr 7, 2021	Point Cloud Classification	—Unverified	0
PointShuffleNet: Learning Non-Euclidean Features with Homotopy Equivalence and Mutual Information	Mar 31, 2021	Contrastive LearningPoint Cloud Classification	—Unverified	0
Few-Data Guided Learning Upon End-to-End Point Cloud Network for 3D Face Recognition	Mar 31, 2021	Face RecognitionPoint Cloud Classification	—Unverified	0
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	Mar 26, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
PointGuard: Provably Robust 3D Point Cloud Classification	Mar 4, 2021	3D Point Cloud ClassificationAutonomous Driving	—Unverified	0
EllipsoidNet: Ellipsoid Representation for Point Cloud Classification and Segmentation	Mar 3, 2021	ClassificationGeneral Classification	—Unverified	0
Regularization Strategy for Point Cloud via Rigidly Mixed Sample	Feb 3, 2021	3D Object Classification3D Point Cloud Classification	CodeCode Available	1

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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