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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 61–70 of 265 papers

Title	Date	Tasks	Status	Hype
PointCutMix: Regularization Strategy for Point Cloud Classification	Jan 5, 2021	3D Point Cloud ClassificationClassification	CodeCode Available	1
Revisiting Point Cloud Classification with a Simple and Effective Baseline	Jan 1, 2021	3D Point Cloud ClassificationClassification	CodeCode Available	1
Geometry-Aware Self-Training for Unsupervised Domain Adaptation on Object Point Clouds	Jan 1, 2021	Domain AdaptationPoint Cloud Classification	CodeCode Available	1
Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud	Dec 20, 2020	3D Object Classification3D Part Segmentation	CodeCode Available	1
PCT: Point cloud transformer	Dec 17, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
RobustPointSet: A Dataset for Benchmarking Robustness of Point Cloud Classifiers	Nov 23, 2020	3D Point Cloud ClassificationBenchmarking	CodeCode Available	1
Unsupervised Point Cloud Pre-Training via Occlusion Completion	Oct 2, 2020	3D Point Cloud Linear ClassificationDecoder	CodeCode Available	1
PointMixup: Augmentation for Point Clouds	Aug 14, 2020	3D Point Cloud Classification3D Point Cloud Data Augmentation	CodeCode Available	1
Point Set Voting for Partial Point Cloud Analysis	Jul 9, 2020	Point Cloud ClassificationPoint Cloud Completion	CodeCode Available	1
Parameter-Efficient Person Re-identification in the 3D Space	Jun 8, 2020	3D geometry3D 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