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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 21–30 of 265 papers

Title	Date	Tasks	Status	Hype	Score
APSNet: Attention Based Point Cloud Sampling	Oct 11, 2022	3D Point Cloud ClassificationKnowledge Distillation	CodeCode Available	1	5
Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation	Apr 27, 2023	3D Object Classification3D Part Segmentation	CodeCode Available	1	5
3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification	Mar 2, 2022	ClassificationPoint Cloud Classification	CodeCode Available	1	5
Deep Declarative Networks: A New Hope	Sep 11, 2019	Point Cloud Classification	CodeCode Available	1	5
Collect-and-Distribute Transformer for 3D Point Cloud Analysis	Jun 2, 2023	Point Cloud ClassificationPosition	CodeCode Available	1	5
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training	Oct 3, 2022	3D Point Cloud ClassificationContrastive Learning	CodeCode Available	1	5
A Closer Look at Few-Shot 3D Point Cloud Classification	Mar 31, 2023	3D Point Cloud ClassificationFew-Shot 3D Point Cloud Classification	CodeCode Available	1	5
Deep Sets	Mar 10, 2017	Anomaly DetectionOutlier Detection	CodeCode Available	1	5
ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning	Oct 20, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1	5
Differentiable Euler Characteristic Transforms for Shape Classification	Oct 11, 2023	ClassificationPoint Cloud Classification	CodeCode Available	1	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